{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fde67259-360a-4c5d-bee2-d73aa8149dfa",
   "metadata": {},
   "source": [
    "# 第六章 朴素贝叶斯模型\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e85ea683-ac82-4e41-bdb2-54f020fac769",
   "metadata": {},
   "source": [
    "### 案例实战：肿瘤预测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0912c555-c147-4d02-9e76-5b3139cb23b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>最大周长</th>\n",
       "      <th>最大凹陷度</th>\n",
       "      <th>平均凹陷度</th>\n",
       "      <th>最大面积</th>\n",
       "      <th>最大半径</th>\n",
       "      <th>平均灰度值</th>\n",
       "      <th>肿瘤性质</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>184.60</td>\n",
       "      <td>0.26540</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>25.38</td>\n",
       "      <td>17.33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>158.80</td>\n",
       "      <td>0.18600</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>24.99</td>\n",
       "      <td>23.41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>152.50</td>\n",
       "      <td>0.24300</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.53</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>98.87</td>\n",
       "      <td>0.25750</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>567.7</td>\n",
       "      <td>14.91</td>\n",
       "      <td>26.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>152.20</td>\n",
       "      <td>0.16250</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>22.54</td>\n",
       "      <td>16.67</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>103.40</td>\n",
       "      <td>0.17410</td>\n",
       "      <td>0.08089</td>\n",
       "      <td>741.6</td>\n",
       "      <td>15.47</td>\n",
       "      <td>23.75</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>153.20</td>\n",
       "      <td>0.19320</td>\n",
       "      <td>0.07400</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>22.88</td>\n",
       "      <td>27.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>110.60</td>\n",
       "      <td>0.15560</td>\n",
       "      <td>0.05985</td>\n",
       "      <td>897.0</td>\n",
       "      <td>17.06</td>\n",
       "      <td>28.14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>106.20</td>\n",
       "      <td>0.20600</td>\n",
       "      <td>0.09353</td>\n",
       "      <td>739.3</td>\n",
       "      <td>15.49</td>\n",
       "      <td>30.73</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>97.65</td>\n",
       "      <td>0.22100</td>\n",
       "      <td>0.08543</td>\n",
       "      <td>711.4</td>\n",
       "      <td>15.09</td>\n",
       "      <td>40.68</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>123.80</td>\n",
       "      <td>0.09975</td>\n",
       "      <td>0.03323</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>19.19</td>\n",
       "      <td>33.88</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>136.50</td>\n",
       "      <td>0.18100</td>\n",
       "      <td>0.06606</td>\n",
       "      <td>1299.0</td>\n",
       "      <td>20.42</td>\n",
       "      <td>27.28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>151.70</td>\n",
       "      <td>0.17670</td>\n",
       "      <td>0.11180</td>\n",
       "      <td>1332.0</td>\n",
       "      <td>20.96</td>\n",
       "      <td>29.94</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>112.00</td>\n",
       "      <td>0.11190</td>\n",
       "      <td>0.05364</td>\n",
       "      <td>876.5</td>\n",
       "      <td>16.84</td>\n",
       "      <td>27.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>108.80</td>\n",
       "      <td>0.22080</td>\n",
       "      <td>0.08025</td>\n",
       "      <td>697.7</td>\n",
       "      <td>15.03</td>\n",
       "      <td>32.01</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>124.10</td>\n",
       "      <td>0.17120</td>\n",
       "      <td>0.07364</td>\n",
       "      <td>943.2</td>\n",
       "      <td>17.46</td>\n",
       "      <td>37.13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>123.40</td>\n",
       "      <td>0.16090</td>\n",
       "      <td>0.05259</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>19.07</td>\n",
       "      <td>30.88</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>136.80</td>\n",
       "      <td>0.20730</td>\n",
       "      <td>0.10280</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>20.96</td>\n",
       "      <td>31.48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>186.80</td>\n",
       "      <td>0.23880</td>\n",
       "      <td>0.09498</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>27.32</td>\n",
       "      <td>30.88</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>99.70</td>\n",
       "      <td>0.12880</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>711.2</td>\n",
       "      <td>15.11</td>\n",
       "      <td>19.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      最大周长    最大凹陷度    平均凹陷度    最大面积   最大半径  平均灰度值  肿瘤性质\n",
       "0   184.60  0.26540  0.14710  2019.0  25.38  17.33     0\n",
       "1   158.80  0.18600  0.07017  1956.0  24.99  23.41     0\n",
       "2   152.50  0.24300  0.12790  1709.0  23.57  25.53     1\n",
       "3    98.87  0.25750  0.10520   567.7  14.91  26.50     0\n",
       "4   152.20  0.16250  0.10430  1575.0  22.54  16.67     0\n",
       "5   103.40  0.17410  0.08089   741.6  15.47  23.75     0\n",
       "6   153.20  0.19320  0.07400  1606.0  22.88  27.66     0\n",
       "7   110.60  0.15560  0.05985   897.0  17.06  28.14     0\n",
       "8   106.20  0.20600  0.09353   739.3  15.49  30.73     0\n",
       "9    97.65  0.22100  0.08543   711.4  15.09  40.68     0\n",
       "10  123.80  0.09975  0.03323  1150.0  19.19  33.88     0\n",
       "11  136.50  0.18100  0.06606  1299.0  20.42  27.28     0\n",
       "12  151.70  0.17670  0.11180  1332.0  20.96  29.94     0\n",
       "13  112.00  0.11190  0.05364   876.5  16.84  27.66     0\n",
       "14  108.80  0.22080  0.08025   697.7  15.03  32.01     0\n",
       "15  124.10  0.17120  0.07364   943.2  17.46  37.13     0\n",
       "16  123.40  0.16090  0.05259  1138.0  19.07  30.88     0\n",
       "17  136.80  0.20730  0.10280  1315.0  20.96  31.48     0\n",
       "18  186.80  0.23880  0.09498  2398.0  27.32  30.88     0\n",
       "19   99.70  0.12880  0.04781   711.2  15.11  19.26     1"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_excel('肿瘤数据.xlsx')\n",
    "df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35f57861-bd83-4b48-ac17-947e8f302cb7",
   "metadata": {},
   "source": [
    "#### 划分特征变量和目标变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ed4e94bd-e55a-4e86-940e-d0a1e2ac91d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(columns='肿瘤性质') \n",
    "y = df['肿瘤性质']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9655c27c-41f0-442f-a4d9-32933e3b052e",
   "metadata": {},
   "source": [
    "#### 划分训练集和测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "863f22c2-4632-46bd-b4d8-08b01f87e6e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GaussianNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.GaussianNB.html\">?<span>Documentation for GaussianNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GaussianNB()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "nb_clf = GaussianNB()\n",
    "nb_clf.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbeb7f2d-87d5-463f-8ce1-0fe7d6f4e404",
   "metadata": {},
   "source": [
    "#### 模型评估与预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d8424d79-c413-4880-b617-171f5fc5bc92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>预测值</th>\n",
       "      <th>实际值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   预测值  实际值\n",
       "0    1    1\n",
       "1    0    0\n",
       "2    1    1\n",
       "3    0    0\n",
       "4    1    0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = nb_clf.predict(X_test)\n",
    "y_pred[:100]\n",
    "a = pd.DataFrame()\n",
    "a['预测值'] = list(y_pred)\n",
    "a['实际值'] = list(y_test)\n",
    "a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25d12f80-b262-42f1-ae42-19370d81c014",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9473684210526315"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "score = accuracy_score(y_pred, y_test)\n",
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0b8eebeb-a53f-4426-9f73-a16414f22cc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "训练 逻辑回归 模型...\n",
      "逻辑回归 测试集准确率: 0.965\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.95      0.95        42\n",
      "           1       0.97      0.97      0.97        72\n",
      "\n",
      "    accuracy                           0.96       114\n",
      "   macro avg       0.96      0.96      0.96       114\n",
      "weighted avg       0.96      0.96      0.96       114\n",
      "\n",
      "\n",
      "训练 决策树 模型...\n",
      "决策树 测试集准确率: 0.930\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.93      0.88      0.90        42\n",
      "           1       0.93      0.96      0.95        72\n",
      "\n",
      "    accuracy                           0.93       114\n",
      "   macro avg       0.93      0.92      0.92       114\n",
      "weighted avg       0.93      0.93      0.93       114\n",
      "\n",
      "\n",
      "训练 随机森林 模型...\n",
      "随机森林 测试集准确率: 0.947\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.93      0.93      0.93        42\n",
      "           1       0.96      0.96      0.96        72\n",
      "\n",
      "    accuracy                           0.95       114\n",
      "   macro avg       0.94      0.94      0.94       114\n",
      "weighted avg       0.95      0.95      0.95       114\n",
      "\n",
      "\n",
      "训练 支持向量机 模型...\n",
      "支持向量机 测试集准确率: 0.965\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.95      0.95        42\n",
      "           1       0.97      0.97      0.97        72\n",
      "\n",
      "    accuracy                           0.96       114\n",
      "   macro avg       0.96      0.96      0.96       114\n",
      "weighted avg       0.96      0.96      0.96       114\n",
      "\n",
      "\n",
      "训练 K近邻 模型...\n",
      "K近邻 测试集准确率: 0.956\n",
      "分类报告:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.93      0.95      0.94        42\n",
      "           1       0.97      0.96      0.97        72\n",
      "\n",
      "    accuracy                           0.96       114\n",
      "   macro avg       0.95      0.96      0.95       114\n",
      "weighted avg       0.96      0.96      0.96       114\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9kAAAJOCAYAAACjoMSlAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAYyVJREFUeJzt3XmcT3X///HnZz6z2Waz1GAWCYXGnqFFCtkjV8uQLUpCm6ZLxViSJVuUpZAtcpEQWSJLF5GsNVkbBoPBMKuZ+cx2fn/4zfn6XGMmdIbkcb/dzu1y3p/zPud1Ps7N1fPzPud9bIZhGAIAAAAAAH+Zy60uAAAAAACAfwpCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwBgsczMzFtdAgAAuEUI2QAAWOz1119X27Ztr6vP7t271a5dO6Wnpzu1L1q0SGvXrpUkff/991q5cuVV+2/dulXbtm3T9u3bnZaffvpJe/bscdr2woULCg0NVVRUVIE1paamql27dtq8ebPi4uLUrFkz7d2797rOK9fGjRvVsmVLxcTEXHffPXv2KDw8XIZh3NCxc82aNUs//vjjNW3766+/at26dcrOzs7z2fHjx/Xpp5/+pVoAAP9chGwAACyUmZmpJUuWqHnz5tfVLz4+XsuXL5fdbpdhGEpLS5NhGFqzZo22bt0qSVq9erUWL14swzB06dIlp9A5ZMgQhYeHq0GDBgoPD9fAgQP1+OOPq2fPnpo9e7bOnz8vm82mAwcOSJJ+/vlnM0BmZ2fr/fff1+nTp51qWrNmjZYvXy7DMOTr6ysfHx+1aNFCsbGxeerPyMhQZGSkjh49qujoaEVHR+vw4cNKSEiQJA0fPlyZmZkqX758vt9BTk6OUlJSlJOT49SekpKisWPHmt9DruzsbF26dElZWVlm23/+8x/ZbDalpqbm2f+IESO0atWqfI9/pcWLFyssLOyqITsqKkpvvPGGpk6dek37AgDcWVxvdQEAAPyTfP755zp37pz69OmjPn365Pk8MDBQv//+u4oXL+7U7uHhIUlyc3PThQsXFBAQIDc3N6Wnp8tms2nSpElKT0+XYRhavny50tPTderUKZUsWVKStG7dOp0/f15lypTRN998o9KlS+vee+/VO++8o27duikpKUmS5OnpKXd3d0ky/zc9PV2bN2/WsmXLtHnzZpUqVUqSNGXKFIWEhOixxx6TJM2ZM0cTJ05UyZIllZOTI4fDIQ8PD7m4uOjMmTOqW7eu3NzclJKSouLFiys7O1vz5s1TRkaGNm7cKC8vL/n4+MjhcCg7O1u///67KlWqZH4HJ06cUIUKFeTu7q5ixYrJxeXyWEBWVpZKliypdu3amdsahqHU1FSlp6dr48aNZo2enp5O/3slNzc383vOT2RkpHJycvTdd9/piSeeUHR0tDIyMhQQEKBNmzbJw8NDrq6uevbZZ5Wdna3169crIyNDDodD7dq1k81mK3D/AIB/PkI2AAAWiYuL07Bhw1S3bl15enpqxYoV5md79uzRk08+qalTpzoF7MTERJ06dUonTpyQJB04cEB2u90ciZ08ebJKliyp559/XlOnTlVKSorCw8OvevzcZ8Fzw/OVcgOrzWbLEwSLFSumVatW6fHHH1fz5s21YcMGHTlyRD/88IPZ50rvvvuu+ecjR47o3nvvVVBQkBl4n3zyScXGxqpYsWI6evSoateurdGjR5t1N2/eXJUrV3YK2JIUFBSk2NhY+fj4mGE4JiZG9evX14QJE/TMM8841XPs2DG5urqqXLly5j7sdrvT+V7J3d1dbm5uTm0TJkxQlSpV1LJlS0nSgAED9OOPPyo5OVnHjh3T2rVrlZ6erm+//Vbvvfee+aOCJB0+fFiSzB8c2rZtax4fAHAHMwAAwF+Wk5NjtG7d2nj88ceNpKQkw9/f35gzZ45hGIZx4cIFo2LFikbPnj3z9Nu0aZPx8MMPGw888IAhyWjUqJHRuXNnY+fOnYa3t3e+y4wZM8x9fPrpp8agQYOM8PBwQ5IxdOhQY+TIkUbJkiWNDh06GAMHDjQOHz5sSDKOHTtmJCcnm3++UmxsrNGiRQvjzJkzxuOPP25IMv79738b8fHxRnx8vNG2bVsjLCzMuHjxohEbG2ucOHHCyMzMdNrHBx98YDz00EOGYRhGenq6UbVqVeOZZ54xP9+2bZvh6elpnDlz5qrfY7NmzYxatWoZhw8fNjIyMoxmzZoZL7zwguFwOIzx48cbjz32mJGQkGD89ttvRkBAgNGmTRun/itWrDDy+8+bGjVqGB988IFhGIYRFxdndOzY0ZBktGjRwsjJyTG3++yzz4zAwEDj+++/N9avX++0j6VLlxq9e/c2srKyjNTUVKNjx47GmjVrrno8AMCdiWeyAQCwwODBg7VlyxbNnDlTJUqU0MSJE9W3b1/9+OOPatasmQIDAzV58uQ8/Ro1aqT//ve/6tChgyRp06ZNmjt3rlxdL99slpCQkGdp0qSJ0+hyVFSUfv31V/30009yc3PT/v37tXfvXjkcDp04cUL79u1TSkqKJOV53vlKd911l1atWqXly5drw4YN8vLykqenp3x8fOTj4yM3Nze5u7vLx8dHfn5+Kl26tFlnrqVLl5rn4uHhofnz5ys4OFienp4qVaqUHnvsMdlsNlWvXl3e3t55bptftmyZAgMDtW7dOjVq1Eg7d+7UPffco3fffVfvvfeeXnrpJXl6eqpNmzZq0aKFlixZctVzOXjwoA4ePKjffvtNu3btMs8/PT1dEydOVJUqVbRv3z4tXbpUq1atcvo+p0+frjfffFPz5s3TzJkzzfatW7fqhRdeUP369WW321WkSBE9+eSTatOmjWbNmpXv9woAuMPc6pQPAMA/wdmzZ40ffvjBqe2FF14wJBnVqlUzUlJSCuwfEhJiSDImTpxoJCYmGr/++qvh4uJiVKlSJc9SokQJY9asWXn2ERERYYSGhprrFStWNLeLjY01JBm///57viPZud59913j+eefN+rUqWNIynfp0KGDU7+ffvrJHBnu1KmT0alTJyMtLc0YNWqU0aNHD8MwDKNHjx7G4MGDDcMwjHXr1hm+vr55jp87qtyvXz+jS5cuRvv27Q1XV1djyZIlRlpammEYhnH48OGr1p47kp074l+kSBHDbrcb27dvN2rUqGHYbDajVq1axsKFC43s7Ow8/WfNmmWUKVPGuHTpkvHiiy8aXbp0MY9XrFgxY8CAAXn6DBo0yKhSpYoRHx9/1ZoAAHcWRrIBALBAmTJl9Pjjj0uS/vjjD7388statGiRWrZsqSNHjqhjx45avXq100zYuXbt2qX9+/dLkjZv3qzw8HDl5OSoRIkS5ojslUuzZs3yjEifP39eU6dOdXp1WHZ2tvmctp+fn/bs2aN77rnHnDH7f59bzsjI0OnTpzVixAh98cUXkqR///vfio+PV3x8vNq2bauwsDDFxcUpNjbWaXbtnJwcvf7665Kk559/XvXr19f8+fP/dCKwqz0/vm7dOr399tuaNGmS+vXrp+3bt2vhwoUKCgrSPffco+PHj2vAgAF69tlnFR8ff9X95o76p6amKisrS/Xr15d0+fVqu3fv1nPPPXfV57YnT56sc+fOqVixYvriiy80d+5c2Ww2/f7771qwYIGys7M1ZcoUSZdHy4ODg9WwYUP98ssv8vHxKfBcAQB3BkI2AAAWuHDhgmbNmqVmzZqpatWqSkpK0u7du/Xdd98pMjJSJUuWVPv27eXn56cmTZrorbfeMt9/PXz4cLVo0UKSNHbsWC1dulSnT59WYmKieav2lcu3337r9D7tXbt2qUmTJnJzc1Pfvn3NdofDoYyMDEmXZ9auWbOmNm/erL59+8rFxUXe3t5O57BhwwbVqVNHycnJKlKkiCRd9XbxkiVL6q677lLp0qXNvuHh4fr9998lSR07dlT79u0lXb5lPHeWcR8fH82bN0+jRo2Sj4+P02zhknTu3Dm99NJLevbZZ1W9enUNGTJEjRo1UtOmTXX48GHNnTtXFy5c0IsvvqiPPvpIUVFRqlWrljkB2bXInY09P3PnztWxY8d0/vx5de7cWWFhYYqPj1erVq3Utm1bxcTEmO8q3759u44fP67g4GCVKFHimmsAAPyzEbIBAPgL4uLiVLduXZUpU0bDhw9X2bJltX79eo0aNUrFihVTdHS03NzcFBERoe3btysiIkL+/v5m6Fy0aJFWr16trl27SpIqVKigQ4cOqUWLFjIMQwkJCVq3bp2ysrLM0dmMjAy9+uqrZg0xMTE6c+aMVqxY4RT2vvzyS23evFm//fab2Va8eHFt27ZN48aNyxOyFy9erIoVKzrtIz093TxuZmamMjIyFB8fr/Pnz+vChQvmdu3atdNnn3121e8oPT1dnTt3VkJCgjp37qwBAwYoISFBy5Ytc9rujz/+0NatW/Xzzz+rW7duOn36tNq0aSObzab33ntPDzzwgKZOnaro6Gjl5OToxx9/VK9evRQcHHzdf2/5uf/++xUcHKxSpUrJ3d3dfAY9d1by9u3ba9OmTUpJSdF///tf1alTR/fdd59lxwcA3P5shmEYt7oIAABuZ7nhtHbt2rLb7QVOLubv76/Tp08rJydHLi4uGjNmjA4fPqyuXbvqkUcekWEYMgxD6enp5uui1q5dqx49eigmJkbS5XdEOxwOubi4mLdbx8fH68KFC2YwzBUcHKwZM2aoSZMmZt/MzEz5+vo6henk5GT5+/tr4sSJ6tGjhySpbt26ioyMNN85nftaMU9PT2VnZ6t169b6z3/+Y+4jNjZW/v7+yszMVGxsrAICAmQYht58800tWbJEISEh+vXXX+Xp6anKlSsrLi5O0dHRio2NlSSlpKTIxcVFRYoUcbrNfPv27WrQoIHOnz+vUqVKyTAM8/OcnBylp6eraNGikqSVK1eqTZs2uvI/b3InPXv44Yf1r3/9SwMHDizw79MwDMXExKhPnz46ceKE7r//fu3YsUNHjhyRw+FQ+fLl9f777+uDDz7Q8OHDr/o+dADAnYuRbAAA/qJnnnlGtWvXlnT5GeMVK1aYYfnKZdasWeb7n3OfBw4PD9eIESOc9nfixAn5+fmpZMmSKlWqlNq1a6cKFSrIzc1NpUqV0t13362qVatqx44dZp8LFy6oUqVKCgoKUrly5VS+fHmVL19eDodDXbt2NdfLlSunoKAgfffdd07H/OSTTyRJzz33nFN77qhzQkKC2rZtq44dOyopKUmXLl1yCthXcnNzU0BAgLl+5swZPf/881q5cqWaNWumjh07auXKlRo+fLhTv1KlSqlYsWJycXEx3+dts9nUoEEDSVLp0qVls9mcPrfb7SpWrJjT7fO5MjMzNWXKFN1777368ccfr1prWlqaEhISJMl8drtYsWIKDAzUihUrlJiYqODgYI0aNcr8AaBHjx7697//LcMw1Llz56vuFwBw5yJkAwBgodzbivNjt9vztF35bLMkBQUFKS0tTfHx8dq6dauqVKmi5cuXq2/fvnr99dcVGxuro0eP6uGHHzb7VKhQQSkpKcrKylJ2draysrKUlZWlYsWK6bvvvjPXs7OzlZqaar5mS5KSkpI0btw4hYWF5XmlVn5ycnKUkZEhh8OR57PMzEydPHnS/POuXbvMHyEKcv78eaWnpysnJ8fpx4lt27aZn//vDxdZWVlKSUkxR9tzw/bnn3+uypUr65133lHnzp314IMPXvWYmzdvVrly5fTf//5Xrq6uevTRR/XGG29oy5Yt6tKlix599FGNHDlSzzzzjNmnfPnyZiC/1u8LAHDncP3zTQAAwPU4d+6coqOj87THxcUpv6e0cm8xzw2Oe/bs0YIFC7R+/XotWbJEfn5+GjNmjJ5//nk9/PDDeu+999SkSRN5eHjo0KFDyszMzPPO6tz9xcTE6ODBg07tmZmZSktLU7169XTw4EHl5OQ4TZqW23fo0KEaOnSoU/ucOXPMP/fq1UvTpk2TJHPWckkqWrSoOnTooPXr1+vMmTNq3rx5vuec60YmD8sdyc61ceNGSdKbb76pPn36KDw83PwRo0iRItq8ebPat29v3tY/ZcoUGYahkJAQSdKYMWPMfc2YMcNpNvgzZ85o0KBBmjlzptq1a6fvvvtO9erV09tvv62nnnrKvGUdAHBnI2QDAGChjIwM85nmqylXrtxV23NHhNPT0/Xxxx/ro48+Ut++fbVjxw4zvLm6umrx4sUaPXq0OnbsqBkzZuiZZ57RW2+9pR9//PGqo+Rubm56++2387RnZWUpPT1dKSkpevDBB3Xs2LE8r6DKzs5W//79r9o/JydHWVlZ5ghy7jkUK1ZMNptNfn5+mjRpkh555BH16dMnz7737t2rCRMmmLOYFyQ3vBf0rHuuPn366OLFixo/frz8/f2dPuvVq5def/11Va9e3WwrXry4JkyYkGcSOOnyDxHZ2dlKTk5W165dtWrVKrm6uuqzzz7Tyy+/rB07dqhHjx7q2LGjPDw8tGHDBjVs2PBPawQA/LMx8RkAABY6fvy4ypQpc03hMT+GYejSpUsF3op86dIlpxHcwnD//ffrueee05AhQ26ov8Ph0Ny5c9WpUyfzh4LY2Fi5uroqLi5O/fr10zvvvKOmTZsWuJ8ffvhBTZo00fHjxxUYGHhDtdyI5557TllZWVqyZIn5vvAhQ4aobNmy5jY5OTn6+uuvtXjxYi1atOhP3wsOAPjnI2QDAAAAAGARJj4DAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALMIrvApZTk6OTp8+rRIlSjDjKAAAAADchgzDUHJyssqWLSsXl4LHqgnZhez06dMKCAi41WUAAAAAAP6ikydPqnz58gVuQ8guZCVKlJB0+S/Dy8vrFlcDAAAAALheSUlJCggIMPNdQQjZhSz3FnEvLy9CNgAAAADcxq7lEWAmPgMAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIq63uoA7xdTDbeVZnK8bAAAAAHK9ft/6W12C5RjJBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALHLbhOzk5GQlJyff6jIAAAAAAMiXJSH7hRde0KefflrgNvPmzVPHjh3ztD/99NP6/PPP//QYy5cvV6VKlZSRkXFNNT322GOqWbOmHnvssTxLaGioAgMD8+03adKkazoGAAAAAABXuu6QnZGRoaysLKc2T09PeXp6OrVlZmYqMzPTXM/KyjLXs7OzlZaWJsMw5ObmJjc3NxmGobS0NOXk5Fz1uGvXrlWXLl3k7u5+TXV6eHgoOztbWVlZeZbs7GwVKVLkqv2KFCmiEiVKmOtNmjRRsWLF5OPjIw8PD4WHh1/T8QEAAAAA1omMjFS9evXk6+ur8PBwGYZR4PaZmZkKDw9XYGCg/P39FRERkSfL5uTkqGHDhho3bpxTe0hIiGw2m7n07dv3mut0vfZTuqxjx45atWqVU9hNS0vTggUL9Pbbb5ttGRkZevnllzVw4ECdOnVKp0+fVkpKivbs2aO0tDT16NFDdrtdMTEx2rp1q8aOHau0tDRt3LhRQUFBkqRu3bpp7ty5cnH5v98Cxo8fn6emnJwcDR48WIMHDzbbsrOz1bt3b9WuXTvP9mfOnHGqNbdeV1dX2e122Ww2ZWVlyWazydPTU/PmzdPTTz+tvn375vkxAQAAAABQuBwOh9q0aaMnn3xSCxcu1GuvvabZs2ere/fu+fYZOnSoVq9erTVr1sjhcOhf//qXDMPQBx98YG4zbdo0JSYm6rXXXjPbUlNTFRUVpXPnzsnNzc08/rx5866p1usO2V9//XWetldeeUWhoaHq1q1bns927dqlb775Rvv371dMTIy+/vprvfTSSzpw4IAk6fnnn1fz5s2v2rdIkSKKiIjQkCFDCqypW7duecJvp06ddPz4ca1Zs+aqffr06eO0/uyzz+qXX37R2bNntX37dr3//vuaOHGiGbpz2e32AmsBAAAAAFhr9erVSkxM1Pjx41W0aFGNGDFCffr0KTBkz507VxMmTFDVqlUlSf3799e0adPMkH369Gm99957+uabb8wwLUl79uxRSEiISpcubbYlJSVdc63XHbIlmbd9X1lIfurUqaM6depo9uzZWrNmjT788EM98cQTioqKkiSdP39e69evN4N0dna2du/erdKlS19XoM3dtl+/ftq6dat8fHxUtGjRfLfPysrSwoUL1ahRI40ZM0bLli1TfHy8SpcurbFjx5qhf+7cuQRrAAAAALiF9u3bp9DQUDPjhYSEaP/+/QX2iYuLc5qLy263O2W7N954Q0FBQTp58qR++uknNWzYUJK0Y8cOxcTEqHTp0srMzFRYWJiGDRt2zbXeUMieP3++Ro0apSNHjuj++++XJG3ZskVjx47V0aNH1b9/f6ch+FxRUVFq2LChVq9eLS8vL6cRYpvNptTUVOXk5Fw1HDdo0EBRUVHmZ7GxsRo3blyeEelPPvlEkjRr1iwlJibmew42m02vv/66U9t3332n7OxsRUZG6ueff1b9+vWVmZl5zc+BS5dvI3A4HOb69fziAQAAAADIKykpSRUqVDDXbTab7Ha74uPj5evre9U+tWvX1vLly1WvXj1lZ2dr3rx5atq0qSRp27ZtWrx4sVq2bKmoqCgNHz5cTz75pD799FMdOnRIDz/8sIYMGaKEhAR16tRJd9111zXXekOzi3fr1k0HDx5U7dq1NWnSJEVGRioyMlLff/+9ihQpkif4bt68WbNmzdJvv/2mFi1ayM3N7aoTnNlsNrm6ujqF71weHh6aMmWKoqOjFR0drdDQUHl4eORb46hRo5Sdna3g4GAFBwcrIiJCd999t4KDg1WyZEkNGDAgT5/JkyfLy8tLx48fV4cOHXThwgUlJSWpWLFi1/zdjBw5Ut7e3uYSEBBwzX0BAAAAAHm5urrmyX+enp5KTU3Nt8/kyZM1Z84cNWvWTJUrV9bPP/+s3r17S5KmT5+u+vXra+XKlRo2bJg2bNigKVOm6NChQ5o2bZq++uorValSRfXr11dERISWL19+7bXe2CleNmzYMPXv318///yz3N3d9dZbb+n111/X3XffbW7z8ccfa+jQoapevbratWunQYMGqVevXlq9erXThGaSVLlyZRUvXvxPh/2vhYuLi2bPnm0G5LS0NI0fP14uLi7KysrKc+xVq1bp7Nmzeuihh9SqVStVrVpVCQkJOnnypNP5/Jl3331Xb731lrmelJRE0AYAAACAv8DPz0+RkZFObcnJyQXedVyjRg1FR0fr4MGD6ty5s7p3726OhsfExKhly5bmAG9AQIBKly6tqKgoValSxWk/ZcqU0ZkzZ6651r8Uslu0aKElS5boxRdfVLVq1XTixIk8M651795dXbp00bfffmtOQvbpp5/q/fff19tvv60yZcpIujyKffjw4Xxn705PT9err75qzgoeGxurZ555Jt/aQkND5evra95e/uuvv6px48Zyc3NTVlaW03B/Tk6O3njjDb3zzjtauXKlpMsz0SUnJyshIUHBwcHX/J14eHgUOMIOAAAAALg+9erV0/Tp0831Y8eOyeFwyM/Pr8B+drtdqampOnTokJn1JKl8+fJKS0sz11NSUnTx4kWVK1dODRo00KJFi8zB0m3btikgIEBnz569plr/UsiWpIiICFWrVk3/+c9/9PPPP+eZDM3b2ztPHzc3Nx0/flydO3fW2rVrr+k427dvv+aatm/frn379jn9qpGZmamNGzeaI9gZGRnaunWrHnroIbm4uGjmzJlq2LCh0xe/dOlSPfTQQ3nOKSUlRW5uboRpAAAAALgJHn30USUlJWnWrFnq3r27RowYoSZNmshutyshIUElSpTId8LqiIgI9e/fX2XLljXbwsLCFBYWpiZNmujee+/VoEGDdN999ykkJETVqlVTr169NHjwYB08eFDjxo3T2LFjtXPnzmuq9YZCdkpKirZt26avv/5a33//vT744ANlZ2erZcuWevzxx9WqVStVr15dpUuXVtmyZbV161Zt27bNKaxOnjxZK1eu1KlTp3TkyBFJeV+PdeUvC1cTGxurc+fO6dSpU6pVq5bZXqNGDa1du1alSpUyh/9LlSqlDRs2qHjx4jIMQ6mpqU4h/JFHHpF0eXbz7OxsJSQkKCIiQtOmTTO3sdlsysjI0MaNGzV69Ght2bLlRr4+AAAAAMB1cHV11YwZMxQWFqbw8HC5uLho06ZNkiRfX1/t2bNHNWvWzNNv8+bN2rt3rxYvXuzU3rRpU40ePVq9e/fWyZMnVbNmTX399dey2WwaO3asunfvrsaNG6tMmTIaM2aMOnbsaD7P/ae1Xu/Jvfrqq5o5c6YeeughhYWFacKECeYt2S+//LLmzZunefPmaceOHWrSpIkWLVqkzz77TAcOHNCYMWPM/ZQqVUrdunXT8uXL1bVrV3Xu3DnPiLGbm1u+t49L0tmzZ/Xwww/rvvvuU4sWLSRdfrY6IiJC3t7eeWYvb9u2rdOz2ElJSXrppZf00ksvmW3p6elKT0/XF198oUaNGql58+bmZ7Vq1dK///1vLViwIM/kbgAAAACAwtO2bVtFRUVp165dCg0NVcmSJSVJhmHk26dRo0b5Pk/do0cP9ejRI0+7j4+Pli5d6tR2PW+NshkFVXQVly5dks1mK/Ad1LkyMzOv6V3af1fZ2dl/+R3ZSUlJ8vb21qhfGsmz+F++Ox8AAAAA/jFev2/9rS7hmuTmusTERHl5eRW47XWnvut5ndXtHLClvLevAwAAAABQkBt6TzYAAAAAAMiLkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFXG91AXeK3pW/lZeX160uAwAAAABQiBjJBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIq63uoA7ReN1Q2Uv5nGrywAAAACAv40dzUfc6hIsx0g2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgkZsSsuPj43XkyJHr7peSkqJnnnlGDoejEKoCAAAAAMBaNyVkf/XVV+rZs6ckafjw4fLy8lJwcLDsdruCg4Pl6emp8uXLy8fHR2+99ZbZb8uWLTp16pQ8PDwkSZs3b5afn5/q1q1rLm5ubkpPTzf7PPHEE/Ly8lKpUqXyXfz8/OTl5XXVWg8ePCi73a6srCylpaXJMIxC/GYAAAAAAP8kNyVkt27dWlu3btXFixdVpEgRdenSRdHR0fL19VV0dLTq1q2rTZs26Y033pC7u7vmz5+ve+65R126dNGRI0dUuXJlBQQEaPfu3WrWrJl27txpLiVLljRDuCS5ubnpiy++UFxcXL7L7t275erqavbZt2+fOnToIEny8PCQh4eHNmzYoJIlS6pkyZJOAd1ut+u77767GV8bAAAAAOD/i4yMVL169eTr66vw8PA/HRDNzMxUeHi4AgMD5e/vr4iICGVlZTltk5OTo4YNG2rcuHFO7SEhIbLZbObSt2/fa67zpoTswMBAjRw5UjabTTk5OQVuaxiGOnXqpKNHj6pcuXLasmWLDh8+rJMnT6pu3bpav369QkNDzeXixYtOt5O7ubldU01Xhuy0tDTt2LHDbLfb7WrWrJlSU1N18eJFp4AeEBAgd3f3G/gWAAAAAAA3wuFwqE2bNqpTp4527typ/fv3a/bs2QX2GTp0qFavXq01a9Zo1apVmj9/voYOHeq0zbRp05SYmKjXXnvNbEtNTVVUVJTOnTun+Ph4xcfHa8yYMddcq+ufb2KN8PBwSZKXl5c2bdqk6tWry9PTU9WrV5cktWvXTpLUpUsXSdKpU6eUkZEhNzc3nTt3TmXKlFGNGjW0cuXKPPu+Mljb7Xbzz40aNdLx48edtv31118lSS4u//f7Qm6wli7/5Xl6ehZ4Ljab7ZrOGQAAAADw161evVqJiYkaP368ihYtqhEjRqhPnz7q3r17vn3mzp2rCRMmqGrVqpKk/v37a9q0afrggw8kSadPn9Z7772nb775xilT7tmzRyEhISpdurTZlpSUdM21FnrI/uqrrzRs2DBdvHhR27ZtU69evdSrVy/NmjVLgwcP1pYtW+Tj45On34IFC9S+fXuNGTNG9evXV8mSJfXWW2853Rqey8PDQ7t27crTfv78ea1Zs0b33XefpMvh+MoR7KtJTU1VkSJFJF2+veBaR8YBAAAAAIVj3759Cg0NVdGiRSVdvp17//79BfaJi4tTYGCguW63250GZd944w0FBQXp5MmT+umnn9SwYUNJ0o4dOxQTE6PSpUsrMzNTYWFhGjZs2DXXWui3i4eFhenAgQMqUqSIeUK//PKL+vXrp8TERNWsWVPBwcEKDg5WpUqVFBsbq+PHj+ujjz6Sj4+Pzpw5o/3798vT01OffPKJqlevrsjISEVGRmrLli3KysrS1q1br35yLnlP72ptV7oyZPfs2VPFixd3ei775MmTBfZ3OBxKSkpyWgAAAAAANy4pKUkVKlQw1202m+x2u+Lj4/PtU7t2bS1fvlySlJ2drXnz5qlp06aSpG3btmnx4sUqX768oqKi1LVrV/O560OHDunhhx/Wli1btHbtWq1bt06TJ0++5lpv2u3i0uVfDnJnGv/oo48UEhKiRx55RNLlydEqVKigu+++WxcuXFDt2rUVGRmpw4cPm89dt2nTRt9//73q1q0r6fIXJSnf27uv9iB8fm257UePHjV/7ZgzZ47mzJnjtG1wcHCB5zhy5Mg89/kDAAAAAG6cq6trnruaPT09lZqaKl9f36v2mTx5slq3bq0dO3YoKipKJ06c0Lx58yRJ06dPV/369bVy5UrZbDa99NJLCgoKUr9+/TRt2jSn/URERGjChAnXXut1nttfFhwcrDlz5qhu3bpq2LCh2rRpo6JFi+ro0aNauHChJKlkyZJau3atpMtD+HXr1tULL7ygdevWqVmzZuZ2CQkJCg0NzfdYHh4eTp97e3srMzMzz3apqalKS0uTdPm1YbVq1brh83v33XedXkOWlJSkgICAG94fAAAAANzp/Pz8FBkZ6dSWnJxc4KTUNWrUUHR0tA4ePKjOnTure/fu5mh4TEyMWrZsac63FRAQoNKlSysqKkpVqlRx2k+ZMmV05syZa671pofsBg0amH/+4osv1LZtW9WrV08//PCDihcvbn5mGIYOHz6so0ePau/evRo9erQGDBhw1ZHs/Ozevfuq7RcvXsxTU2RkpFJSUjR//nxt2LBBWVlZstvt1z3JWe4rwAAAAAAA1qhXr56mT59urh87dkwOh0N+fn4F9rPb7UpNTdWhQ4ecJtEuX768OdAqSSkpKbp48aLKlSunBg0aaNGiReZg6bZt2xQQEKCzZ89eU6035RVeuWJiYhQZGaknnnhC/v7+6tWrl8aOHasff/xR/v7+5nZbt25VYGCg3nzzTZ0+fVqNGzfWrl27dNddd6lZs2Zat26d5syZoyFDhighIUGDBg3SpUuXJEkZGRnXVMuVAd3d3V1lypTRa6+9ppo1a6pOnTpq27atPD095e3tLR8fH3M5ceKEtV8KAAAAAKBAjz76qJKSkjRr1ixJ0ogRI9SkSRPZ7XYlJCQUOAAbERGh/v37q2zZsmZbWFiYpk+frh9++EHHjx/Xq6++qvvuu08hISGqVq2aevXqpZ9//llz5szRuHHj1KNHj2uutdBHsrOysvTOO+/Izc1NXbt21YMPPqisrCx9+OGHeuKJJ+Th4aGzZ8/K4XAoNTVVCQkJuvfee3Xs2DG5urqqb9++CgwM1IEDB/TCCy/I19dXnTp1UmBgoHx8fGS329W6dWunGcH79Omjt99+u8CarrxtPDs725y6/ZdffpEkrVq16qp9g4OD/3QEHQAAAABgHVdXV82YMUNhYWEKDw+Xi4uLNm3aJEny9fXVnj17VLNmzTz9Nm/erL1792rx4sVO7U2bNtXo0aPVu3dvnTx5UjVr1tTXX38tm82msWPHqnv37mrcuLHKlCmjMWPGqGPHjurdu/e11fpXT/bPHDx4UDt37tSOHTtUokQJzZ8/X999950mTpyo999/XykpKXI4HMrOzlZOTo5cXV117tw581VbLi4ucnFxUUhIiE6cOOF0z31MTIzmz5+v+vXrm22vvPKK6tatq6CgoHxrSkpK0pdffmmur1mzRlOnTtXKlStVqVKlAs+nUaNGV33lGAAAAACg8LRt21ZRUVHatWuXQkNDVbJkSUlXn9w6V6NGjfJ9nrpHjx5XHaH28fHR0qVLndqu561RNqOgiu4gFy5cMP+SrJSUlCRvb2/V/vot2YvxrDYAAAAA5NrRfMStLuGa5Oa6xMREeXl5FbjtTX0m+++sMAI2AAAAAODOQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAirre6gDvFxqaD5eXldavLAAAAAAAUIkayAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAi7je6gLuFCHTPpGLp+etLgMAAAAAbqqjr/W/1SXcVIxkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgkX9kyD579my+n50+fVrLli3TggULrvr5hg0bNG/evMIqDQAAAADwD/aPC9lr1qxRjRo1FBUVJUk6deqUGjZsqCpVqqhEiRKqWrWqBg4cqIULF8rhcOTpP2zYMI0YMUKJiYlmW0BAgPz8/FSqVCkVKVJE3bp1u1mnAwAAAAB3hMjISNWrV0++vr4KDw+XYRgFbp+Zmanw8HAFBgbK399fERERysrKMj8PCQmRzWYzl549ezr1z8nJUcOGDTVu3DhLz+O2DNmzZ89WzZo1zfVx48bprrvuUmxsrJo3b67nnntObdq0UUpKiiTp0KFD+v7773X+/HklJCQoMjJS3377rTw8PJz2+9VXX+nEiRNq3Lix6tevbwZ1T09P7d69W3FxcWrSpImaN29+084VAAAAAP7pHA6H2rRpozp16mjnzp3av3+/Zs+eXWCfoUOHavXq1VqzZo1WrVql+fPna+jQoZKk1NRURUVF6dy5c4qPj1d8fLw++eQTp/7Tpk1TYmKiXnvtNUvP5bYM2Vfau3evBg4cqLlz5+ruu++WdDl09+jRQ25ubnJxcVGRIkUUFBQkT0/PfPdz5MgR9e3bV59//rmmTJmi9u3bq0GDBtq5c6fsdrskKSsrS1u2bFHTpk1vyrkBAAAAwJ1g9erVSkxM1Pjx41WxYkWNGDFCM2fOLLDP3LlzNXToUFWtWlW1atVS//79tXz5cknSnj17FBISotKlS8vHx0c+Pj4qUqSI2ff06dN677339Mknn8jNzc3Sc3G1dG83WWpqqsLCwtSvXz89+eSTysnJkc1mk6urq/r37y/p8i0ECQkJeuGFF5z6Zmdny8fHR1OnTlV0dLRatWql119/XTt27FBkZKRGjBiho0eP6vjx42af7du3q3LlyipZsuRNPU8AAAAA+Cfbt2+fQkNDVbRoUUmXb/Xev39/gX3i4uIUGBhortvtdnOAdMeOHYqJiVHp0qWVmZmpsLAwffzxx+bdzG+88YaCgoJ08uRJ/fTTT2rYsKFl53Jbj2S/9dZbKlGihD788ENJ0vTp01W0aFF5enpq4sSJkqSUlBT5+vrq+eef1/PPP6/Dhw/Lz89Pzz//vNq0aSNJWrFihR599FFFRETI399fn3/+uWw2mxYuXKgOHTqYx1u5cuWfjmI7HA4lJSU5LQAAAACA/CUlJalChQrmus1mk91uV3x8fL59ateubY5cZ2dna968eWZeO3TokB5++GFt2bJFa9eu1bp16zRhwgRJ0rZt27R48WKVL19eUVFR6tq1q/r27WvZudy2I9mHDx/Wvn37VK9ePXN4v1evXurVq5e6desmV9fLp3b27FkFBgaqdevWkqSpU6cqJCRETz31lLmvfv36KSMjQ4ZhqHXr1vLw8JBhGLLZbE7HbNCggQYOHKj333/f6VaDK40cOdJ8DgAAAAAA8OdcXV3zzJnl6emp1NRU+fr6XrXP5MmT1bp1a+3YsUNRUVE6ceKE+aaoadOmOW0bERGhSZMmacCAAZo+fbrq16+vlStXymaz6aWXXlJQUJD69eunKlWq/OVzuW1HstPS0jRmzBj9+uuvWrFiRZ7Pc28T+OWXX5x+EclPSEiI7Ha7/P391aVLF9ntdlWsWNFpdrqnnnpK99xzjz799NN89/Puu+8qMTHRXE6ePHkDZwcAAAAAdw4/Pz+dP3/eqS05OVnu7u759qlRo4aio6M1YcIEeXt7q3v37vlmvzJlyujUqVOSpJiYGLVs2dIcVA0ICFDp0qXNia//qts2ZFetWlVvv/22evbsqcGDB+c7vfv333+vevXqmes5OTlX3fa3335TTk6OsrKylJ6eripVqmjs2LHmiHiul156qcBZ7jw8POTl5eW0AAAAAADyV69ePW3bts1cP3bsmBwOh/z8/ArsZ7fblZqaqkOHDmnIkCFme4MGDZwGPLdt26agoCBJUvny5ZWWlmZ+lpKSoosXL6pcuXKWnMttG7JzbxF/9913tX//fi1dujTPNt9//722bt2q5557zmzLyclRTk7OVff33nvvafHixZo4caIqVaqk9u3b59kuKytLMTExFp4JAAAAANzZHn30USUlJWnWrFmSpBEjRqhJkyay2+1KSEhQdnZ2vn0jIiLUv39/lS1b1myrVq2aevXqpZ9//llz5szRuHHj1Lt3b0lSWFiYpk+frh9++EHHjx/Xq6++qvvuu08hISGWnMtt+0x2rnLlyqlnz54aMmSI2rdvL5vNptTUVEVHR+vSpUv697//bb7aS7r8QHx+f0H169fXs88+qxIlSmjfvn15Pn/yySe1adMmvf/++4V2PgAAAABwp3F1ddWMGTMUFham8PBwubi4aNOmTZIkX19f7dmzRzVr1szTb/Pmzdq7d68WL17s1D527Fh1795djRs3VpkyZTRmzBh17dpVktS0aVONHj1avXv31smTJ1WzZk19/fXXeebkulE2I7/7rP/GZs+erY8//lh79+6VJJ06dUoVK1bU3Llz9dNPP+k///mP/Pz8VLx4cbVr107169dXQECASpUqpQMHDsjb21vFixfXmTNnVLNmTaf3Zy9cuFAvvPCClixZYk6Ods8992jDhg2SLv8Fe3t7X3OtSUlJ8vb2VtDo4XIp4D3dAAAAAPBPdPS1/te8bWxsrHbt2qXQ0NC/1auTc3NdYmLinz4SfFuOZHfr1k3dunUz18uVK6f09HStWrVKGzZs0G+//aZSpUpp69atWrRokQYOHKjjx4/rwoULcjgcZr/SpUvr7NmzTvt+/vnnFR8fr4CAALMtt09wcHChnhcAAAAA3MnuvvtutWrV6laX8ZfcliPZBcnMzDSf176anJwcZWZmKjs7Wy4uLk6j2IWBkWwAAAAAd7LrGcn+u/rHj2QXpKCALUkuLi553r8GAAAAAIAVbtvZxQEAAAAA+LshZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGAR11tdwJ3i11f6ycvL61aXAQAAAAAoRIxkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFnG91QXcKR55c7Ls7p63ugwAAAAAsNTuqW/e6hL+VhjJBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIn+bkD106FB9+eWXt7oMAAAAAABu2E0J2TExMXJ3d1fdunVVunRpvfTSSzp16pT5eWZmpqZMmaIKFSrk6Tt79mzVrl37L9dQsWJFHTx48E+3e+GFFzRkyJA87YGBgVqzZs1frgMAAAAA7kSRkZGqV6+efH19FR4eLsMwCtw+MzNT4eHhCgwMlL+/vyIiIpSVlZVnu4SEBPn7+ys6OlqS9Nhjj8lms+VZbpabErLd3d1VpkwZ7dy5U7Vq1VKzZs1UuXJlHT58WK1bt1bZsmV18eJF9erVS9WrV9e9996rPXv2SJKKFCmiEiVKmPv68ssv5ebmJh8fH5UoUUKlS5fOc7xhw4bprrvuUmBgoAIDA+Xj46Pjx4+rYcOG8vf3V3BwsMqXLy8fH588ffP7i/b19ZWrq6s1XwgAAAAA3EEcDofatGmjOnXqaOfOndq/f79mz55dYJ+hQ4dq9erVWrNmjVatWqX58+dr6NChebYLDw9XbGysub5y5UrFx8eby7Rp09S4cWOrTylfNyVku7hcPkxGRoZ27typFi1a6KGHHtKKFSu0aNEi3XXXXVqyZIkiIyMVGRmpAwcOKCQkRJmZmbLb7bLZbDIMQxkZGfL09FSLFi2UkJCgjRs3ytPTM8/xIiIidPbsWR0+fFgNGjTQU089pYoVK+rDDz9UsWLFtHbtWsXExCghIcHsk5mZqezsbPMXjoyMDGVnZysjI0OSnH75SE1N1aVLlwrxGwMAAACAf47Vq1crMTFR48ePV8WKFTVixAjNnDmzwD5z587V0KFDVbVqVdWqVUv9+/fX8uXLnbb58ccf9e2336pkyZJmW/HixeXj4yMfHx95eXnp448/1vDhwwvlvK7mpj6TvWXLFj3wwAMqXry4nnvuObm6umrWrFlKSEhQTk6Oli1bpmXLlun333/XN998o7vvvls9e/bU9u3bFRgYqE6dOpmhO5fdbs9znLS0NH355ZcKCQmRj4+PZs6cKcMw1Lx5c40ZM0ZNmzbVM888o6lTp+ro0aOSpCFDhqh8+fJavHixJkyYoICAAP3www8KCgpS+fLltW/fPj377LMKDg5W5cqV9cUXX9y07w0AAAAAbmf79u1TaGioihYtKkkKCQnR/v37C+wTFxenwMBAc91utzvlP4fDoV69emnSpEkqXrz4VfexZMkSlS1bVg0bNrTgLK7NTQ3Z3333nR555BFlZWWpa9eu6tatm4YPH674+HitWrVKmzZt0tixYzVz5kw988wzunDhgh5//HGFhobq5MmTWrx4sQzDuGqwvtKLL76ojz76SOPHj9e0adPk6uqqrKwsZWRkqGXLlvrll1/UqlUrbd++Xb6+vpKkDz/8UCdOnFDRokX15ptv6uzZs2rWrJnOnDmj8ePHS5KaNWum6OhoxcTEqF+/flc9tsPhUFJSktMCAAAAAHeypKQkpzm4bDab7Ha74uPj8+1Tu3Ztc+Q6Oztb8+bNU9OmTc3PR4wYocqVK+u5557Ldx+ffPKJ+vTpY8EZXLubGrKfeeYZLVy4UMuWLZO/v7969uypI0eOqHTp0mrdurX+9a9/6YEHHjBDdGpqqtavX6/09HTNnz9f0uXbut3d3Qs8zowZM7Rv3z6tWLFCs2bNknQ5RJcpU0ZLly5VeHi4unXrpjlz5pghW5JWrVqlhIQEbdmyRSNGjDDbJ0+eLFdXV3377bfmyHd+Ro4cKW9vb3MJCAi4oe8KAAAAAP4pXF1d5eHh4dTm6emp1NTUfPtMnjxZc+bMMef0+vnnn9W7d29J0oEDBzRt2jRNnTo13/6///67/vjjDz311FPWnMQ1uqkhOzQ0VI888ohOnjypTz75REWLFjWH9U+ePKno6GinXzLmzZsnm82mrKwsDRo0SF999ZWSkpJUrFixfI+xcuVKPfDAA7r//vv11VdfaeDAgQoODpavr68efPBBvfbaa1q6dKnuu+8+Va5c2RyRNgxDI0eOlL+/v8qXL68RI0bot99+0+rVq5WQkKBq1aqpVatW6t69u7Kzs/M9/rvvvqvExERzOXnypEXfHgAAAADcnvz8/HT+/HmntuTk5AIHUGvUqKHo6GhNmDBB3t7e6t69uypUqCDDMPTyyy9r+PDhKlu2bL79v/rqKz399NN/eie01W76e7KrVKmijRs3SnKeTGz69On6+OOPtWXLFklSenq6RowYoc6dO6t48eL67LPPlJmZqZMnT+ruu+/Od/+tW7fW0aNH9dxzzyk5OVmDBw/W119/rebNm+uLL75QXFycsrOz1aJFCx0+fFiffPKJJGnSpElKTExU48aNFRwcrBUrVsjf31+9evVSRESEJKlnz57KzMxU79698w3aHh4e8vLycloAAAAA4E5Wr149bdu2zVw/duyYHA6H/Pz8Cuxnt9uVmpqqQ4cOma9aPnHihLZs2aLw8HBzgrMTJ04oJCRECxYsMPsuWrRITz/9dKGcT0Fuasj+5JNP9N5776lJkyZO7YZhaM2aNdq5c6d5P/3YsWPl7++vxx57TJLUtGlTdenSRYcOHVLVqlULPM758+c1adIkNWnSRH/88YfatGmj7du3a+LEiWrWrJnat2+vZcuW6bfffjP7XLx4UaNGjTKD/0MPPaSwsDBVrFhRHTp0kHT5L3jx4sX6/vvv1bJlS6u+FgAAAAD4R3v00UeVlJRkPs47YsQINWnSRHa7XQkJCQXeLRwREaH+/fubo9blypXTsWPHtHfvXnMpW7asVq1apbZt20qSjh49ar7G+Wa7KSE7993T//rXv7Rhwwa99tprkqScnBxJMu/D3717tz7++GNVqVJFvXr1yjOle3JystavX28G7yvFxcVJujwC/vTTT6tr166qVq2aatSoodWrVys6Olp79+5V9+7dVaRIEU2cOFGtWrXSwYMHJV3+i7vyXv3jx48rNTU1zyzi5cqV0+bNmzVo0CALvhkAAAAA+OdzdXXVjBkz1LdvX5UqVUrLly/X6NGjJUm+vr5OA6BX2rx5s/bu3at33nnHaV/BwcFOi6urq8qXL28+jrxx40bVqlXrqq98LmyuN+MgmZmZkiR/f3/5+/srMTFRM2bM0M8//6x3331XU6dOVVZWlqpXr66zZ88qKytLLi4uqlatmiIjI81fNQYOHKimTZuqXLlyki7fbp77Huv7779fW7duVWJiojw9PTV69GiFh4crOztb8fHxeumll7Ry5UqdO3dO2dnZatu2rY4cOaJXXnlFGzduNO/Tz8rKUlZWlipVqqStW7ea52AYhvljQVBQkIKCgm7GVwcAAAAA/wht27ZVVFSUdu3apdDQUPPd1rk562oaNWqkM2fO/Om+o6OjndZ79OihHj16/KV6b9RNGcnOyspyWv/888/1xBNP6OzZs3rwwQf13XffqUOHDgoICFD58uVVtmxZnThxQtLlken09HT98ccf+v777/Xxxx+b+8l9Z9oDDzygsmXLqlKlSqpXr56+//57eXh4yOFwKDMzUw0bNtSKFSvUqFEjORwOM5j3799f69atc3o2PDMzU+np6XnOIS0tTQ6Hw+qvBgAAAADuGHfffbdatWplBux/IptR0M8GfzPZ2dnXNTNcamqqXF1d//SVX4UpKSlJ3t7eCnlxhOzuN/9WBQAAAAAoTLunvnmrSyh0ubkuMTHxTye3vim3i1vleqdeL1q0aCFVAgAAAABAXjf9FV4AAAAAAPxTEbIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwiOutLuBO8d8JfeTl5XWrywAAAAAAFCJGsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIu43uoC7hRPNflIrq6et7oMAAAAAMhj3U8Db3UJ/xiMZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYJHbMmTv3r1bhw4dyvfzpKQkRUVF5Wn/448/ZBhGYZYGAAAAALgOJ06c0M6dO5WRkXGrS7HE3zpknz179qrt06ZN0/Tp0/Pt17dvX7311lsyDEM5OTnKzMxUcnKyHnroIS1ZskSSlJOTo/T0dKd+AQEB+u9//5vvfufOnaunn376Bs4EAAAAAG5/kZGRqlevnnx9fRUeHv6ng5iZmZkKDw9XYGCg/P39FRERoaysLPPzt956S7Vr11bHjh1VoUIFHTx40Pzs66+/VlBQkMqWLauvvvqq0M7Jan/bkJ2YmKj7779fixYtkiQZhqGMjAwZhiE3NzcVLVr0qv3Gjh2rpUuXatu2bSpevLjKlSunN998U/369VN2drZ69OghHx8fBQUFKSAgQImJiWbfokWLqkyZMoqLi9OxY8cUHR2t6Oho5eTkSJJcXV3l5uZW+CcPAAAAAH8zDodDbdq0UZ06dbRz507t379fs2fPLrDP0KFDtXr1aq1Zs0arVq3S/PnzNXToUEnSpk2btHLlSh09elSHDx9Ws2bNNGrUKEmXw3ynTp00aNAgrV27VhEREQXezfx38rcN2d7e3ho7dqy6du2qHTt26MSJE/Lx8ZG3t7dmzJihMWPGyMfHR0WKFFFYWJgkaenSpZo8ebL27NmjH374QcHBwTpz5oxefPFFHTx4UH/88YdGjx6tpk2b6uTJkzp//ry8vb2VmZmpjIwM2Ww22e12zZ07Vy1atFDr1q117733miHb3d1dNptNmZmZt/KrAQAAAICbbvXq1UpMTNT48eNVsWJFjRgxQjNnziywz9y5czV06FBVrVpVtWrVUv/+/bV8+XJJkoeHh6ZPny4vLy9JUq1atXThwgVJ0owZM9S4cWP17NlTDzzwgPr27at58+YV7gla5G8bsiXpxRdfVJ8+fTRlyhQFBQUpNTVVSUlJevHFFzVw4EAlJCTogw8+MEeX27dvr19++UX33HOPqlevrilTpkiSRo8eraFDh8rHx0fPPPOMxo8fr5ycHPOe/1mzZqlChQo6fPiwHnnkEQUGBurgwYPasGGDAgIC9PLLL6tcuXLq3bu3li9frtDQ0Fv2nQAAAADArbBv3z6FhoaadxWHhIRo//79BfaJi4tTYGCguW6322W32yVJDRo0UKNGjcztvvjiC7Vv39481uOPP272e/DBB7Vr1y5Lz6ewuN7qAv5M7u0CV8rIyJCnp6e57uLyf78V1K9fXw6HQ66u/3dq586d06ZNm1SkSBGzLTs7Ww8++KCWLFmil19+We3bt1eZMmW0bds2nT9/XkOGDNHjjz+ukJAQffHFF5KkZcuWaeHChVq4cGG+9TocDjkcDnM9KSnpxk4cAAAAAP5GkpKSVKFCBXM9907g+Ph4+fr6XrVP7dq1tXz5ctWrV0/Z2dmaN2+emjZt6rTN9OnT9frrr+vRRx/Viy++eNVjeXl56fTp04VwVtb724fs9PR0JSQkqFSpUnJxcZG7u7uSk5PzPJOdnp4ud3f3q84q3q5dO73yyitq3rx5vsdZtWqVJGnixIkaMWKEXnvtNW3dulVNmjTRuHHjVL169Wuqd+TIkeYzBgAAAADwT+Hq6ioPDw+nNk9PT6WmpuYbsidPnqzWrVtrx44dioqK0okTJ/Lc9t2lSxf5+/urd+/e+vTTT9W3b988x8o9zu3gbx+y582bp6+++kpBQUFatmyZPDw8lJCQoKVLl2rQoEGSLk+KtmjRIv3222+qWLGifHx8dNddd5m3kUdFRWnv3r0qXry4JCkhIUFPPPGE5syZYx5n5syZcnFx0cmTJzVmzBhNnz5dDzzwgD744ANdvHhR7733ngYOHPin9b777rt66623zPWkpCQFBARY+ZUAAAAAwE3n5+enyMhIp7bk5GS5u7vn26dGjRqKjo7WwYMH1blzZ3Xv3t1phFq6/Gx269atdf78eU2aNEl9+/aVn5+fzp8/f83H+Tv5Wz+T7XA4NGrUKL399tuaN2+ekpOTtX//frm7u6tYsWL65ZdfFBcXpwsXLig1NVUVK1aUdPkvae3atYqMjNT8+fOVlZWlMWPGKDIyUpGRkfrggw/MwC1Ja9as0fnz53XvvfdqyJAhSk5O1r59+1S8eHGNHTtWLVu2lM1m06ZNm/60Zg8PD3l5eTktAAAAAHC7q1evnrZt22auHzt2TA6HQ35+fgX2s9vtSk1N1aFDhzRkyBCzfeLEiVqwYIG57u7ubj6v/b/H2rNnj8qVK2fRmRSuv3XIHj16tPz9/dW2bVuzbeTIkWrevLm6deumV199VdnZ2Xn65b53LSoqSu3bt5ePj4/eeOMN7du3T7Nnz9aQIUOcHr7fvXu3Ro4cKZvNpuLFi2vw4MEaNGiQvvvuOx0+fFhfffWV1q1bp8aNGxf+SQMAAADA39Cjjz6qpKQkzZo1S5I0YsQINWnSRHa7XQkJCVfNZrkiIiLUv39/lS1b1my755579MYbb2jjxo06dOiQxowZo2eeeUaS1KFDBy1cuFC//fabUlJSNGnSJD355JOFe4IW+dveLv7rr79qxIgR+uabb8y25cuX64svvtCuXbvk7e2tWrVqqXv37vr888+dJkL7z3/+o7179+rll1/W8OHD9e2336pOnTpq06aNmjRpoo8//lhPPfWUuf2AAQPk4uKiAQMGKC0tTc8++6xatGihRx99VOPGjdOBAwfyfcYAAAAAAO4Erq6umjFjhsLCwhQeHi4XFxfzbl9fX1/t2bNHNWvWzNNv8+bN2rt3rxYvXuzU3qZNGw0YMECdOnVSZmamevbsqfDwcEmXbzN//fXXVbduXXl6eqpSpUp69dVXC/sULWEzDMO41UVcTUZGhqZMmaI33nhD0uX3pL322mtasGCB2rVrJ+nyCHTLli3l7e2t8PBwdejQQadPn9awYcP0888/a/bs2XrsscfUqlUr9evXT/Xr19fgwYM1b948NW7cWI0aNdIrr7xiPlBfqVIlffnll1q2bJmGDRtmPtOda8GCBfr2228LnF38fyUlJcnb21uP1Xtfrq6ef94BAAAAAG6ydT/9+fxTuWJjY7Vr1y6FhoaqZMmShViVtH//fp06dUqNGjW6pc9k5+a6xMTEP30k+G97u7i7u7sZsF988UW98847Wrx4sRmwpcvTwe/Zs0e1a9fWoEGDlJWVpbfeekvVq1fX/v379dhjj0n6v9dq+fr6atKkSTp8+LAefvhhFS1a1GnGurS0NHl7e2vkyJF5AvaXX36pF198kVvGAQAAANzR7r77brVq1arQA7YkVa1aVU2bNr1tJj2T/sYj2Vc6fvy4XF1dC3zQ/dKlSypWrFih1ZCVlaWcnJzr/stlJBsAAADA3931jGTfia5nJPtv+0z2lYKCgv50m8IM2NLl5w8AAAAAACjI3/Z2cQAAAAAAbjeEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIBgAAAADAIoRsAAAAAAAsQsgGAAAAAMAihGwAAAAAACzieqsLuFMsX/+OvLy8bnUZAAAAAIBCxEg2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABZxvdUF/NMZhiFJSkpKusWVAAAAAABuRG6ey813BSFkF7ILFy5IkgICAm5xJQAAAACAvyI5OVne3t4FbkPILmR+fn6SpBMnTvzpXwbwd5KUlKSAgACdPHlSXl5et7oc4Jpx7eJ2xHWL2xXXLm5X13vtGoah5ORklS1b9k+3JWQXMheXy4+9e3t78w8PbkteXl5cu7gtce3idsR1i9sV1y5uV9dz7V7roCkTnwEAAAAAYBFCNgAAAAAAFiFkFzIPDw8NHjxYHh4et7oU4Lpw7eJ2xbWL2xHXLW5XXLu4XRXmtWszrmUOcgAAAAAA8KcYyQYAAAAAwCKEbAAAAAAALELIBgAAAADAIoTsvygyMlL16tWTr6+vwsPDdS2PuH/99dcKCgpS2bJl9dVXX92EKoG8buTaHTp0qPz8/OTh4aH27dsrOTn5JlQKOLuRazdXQkKC/P39FR0dXXgFAvm40Ws3JydHDRs21Lhx4wq5QiCv671uDcNQ79695efnJx8fH3Xr1k1paWk3qVrAWVxcnCpUqHDN/7+/efNm3X///SpVqpTGjx9/w8clZP8FDodDbdq0UZ06dbRz507t379fs2fPLrBPZGSkOnXqpEGDBmnt2rWKiIjQoUOHbk7BwP93I9fu/PnzNX/+fK1Zs0a///67Dhw4oFGjRt2cgoH/70au3SuFh4crNja28AoE8vFXrt1p06YpMTFRr732WuEWCfyPG7lu582bp0OHDmnPnj3673//q99//10jR468OQUDV4iLi1Pr1q2vOWCfP39ebdu2VVhYmLZt26b58+dr48aNN3ZwAzds6dKlhq+vr3Hp0iXDMAxj7969xkMPPVRgn9dff9148sknzfWPP/7YeP/99wu1TuB/3ci1O3LkSOOnn34y1yMiIowWLVoUap3A/7qRazfX5s2bjTJlyhglS5Y0jh07VohVAnnd6LV76tQpw9vb2/jhhx8Ku0Qgjxu5bvv06WNMnjzZXB8+fLgRFhZWqHUCV/PEE08YEydONCRd0//vT5gwwbjvvvuMnJwcwzAMY9myZUanTp1u6NiMZP8F+/btU2hoqIoWLSpJCgkJ0f79+/+0z+OPP26uP/jgg9q1a1eh1gn8rxu5dgcMGKAGDRqY64cOHVKlSpUKtU7gf93ItStdHo3p1auXJk2apOLFixd2mUAeN3rtvvHGGwoKCtLJkyf1008/FXaZgJMbuW6rVaumL7/8UmfPntXx48e1cOFCNW3a9GaUCziZPn36dd0BtG/fPjVu3Fg2m03SX8tphOy/ICkpSRUqVDDXbTab7Ha74uPjr7mPl5eXTp8+Xah1Av/rRq7dKx0+fFhLly7Vyy+/XFglAld1o9fuiBEjVLlyZT333HOFXSJwVTdy7W7btk2LFy9W+fLlFRUVpa5du6pv3743o1xA0o1dtz179lRKSoruvvtuBQcHq0KFCuratevNKBdwcuW1ey2szGmE7L/A1dVVHh4eTm2enp5KTU295j5/tj1QGG7k2s2Vk5OjF198UT179lS1atUKq0Tgqm7k2j1w4ICmTZumqVOnFnZ5QL5u5NqdPn266tevr5UrV2rYsGHasGGDpkyZwlwuuGlu5LqdOHGifHx8dPz4cZ04cUJZWVkKDw8v7FKBv8zKnEbI/gv8/Px0/vx5p7bk5GS5u7tfc58/2x4oDDdy7eb64IMPdPHiRY0ZM6awygPydb3XrmEYevnllzV8+HCVLVv2ZpQIXNWN/LsbExOjli1bmrcuBgQEqHTp0oqKiirUWoFcN3Ldzp8/X+Hh4QoMDFRAQIBGjhypmTNnFnapwF9mZU4jZP8F9erV07Zt28z1Y8eOyeFwyM/P75r77NmzR+XKlSvUOoH/dSPXriStWLFC48eP15IlS8zns4Cb6Xqv3RMnTmjLli0KDw+Xj4+PfHx8dOLECYWEhGjBggU3q2zghv7dLV++vNOrj1JSUnTx4kX+uwE3zY1ctzk5OTp37py5Hhsbq+zs7EKtE7CClTmNkP0XPProo0pKStKsWbMkXX7mr0mTJrLb7UpISLjqPygdOnTQwoUL9dtvvyklJUWTJk3Sk08+ebNLxx3uRq7dAwcOKCwsTJ988okCAgKUkpLCow646a732i1XrpyOHTumvXv3mkvZsmW1atUqtW3b9lacAu5QN/LvblhYmKZPn64ffvhBx48f16uvvqr77rtPISEhN7t83KFu5Lp95JFHNGrUKM2ePVuff/65Xn31Vf69xd9KUlKSMjMz87S3bdtWW7du1fr165WZmamPPvroxnPaDc1JDtPy5cuNokWLGiVLljRKly5t/P7774ZhGIYkY8+ePVft89577xnu7u6Gl5eXUadOHSM1NfUmVgxcdr3X7htvvGFIclqCgoJubtGAcWP/7l4pKCiIV3jhlriRa3fGjBlGpUqVDE9PTyM0NNQ4ePDgTawYuP7rNj4+3ujcubNRunRpw9PT03jqqaeM8+fP3+Sqgf+j/3mFV1BQkLF06dKrbjt16lTDzc3N8PX1NSpUqGDExsbe0DFt///A+AtiY2O1a9cuhYaGqmTJktfUZ//+/Tp16pQaNWrEM9m4ZW7k2gX+Drh2cbvi2sXtiOsWd5Jjx47p4MGDeuSRR274tZ+EbAAAAAAALMIz2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAMB06NAhSZdnEz5z5sw199u6datWr159zdvn5OQoMjLyuusDAODvjpANAMAd6pdffnFa//XXX1W1alVFRUVp9uzZeuKJJ5SYmOi0TVRUlGJiYhQTE6OTJ0/qwoULysrK0quvvnpdoTkpKUl169bNUwMAALc7XuEFAMAdKDExUffff7/69++v/v37S5IGDRqk3bt367vvvpMkvf/+++rZs6cqVKig7Oxs2e12hYSEKCUlRXFxcbr33nvVsWNHpaSkaPLkyQoKClJGRoYOHDignTt3qkaNGubxatSooUuXLsnb21s2m00Oh0NpaWkqUqSIPDw8JEnp6emKi4vT7Nmz1bx585v/pQAAYAFCNgAAd6h9+/bp0Ucf1bhx49SlSxcFBgYqMzNTJUqUUEZGhpKTk+Xn56fU1FTVrl1ba9eulSR9+OGHSk5O1qhRo7Rw4UKFh4dr8+bNuueeezRs2DAlJiZq3LhxTsdKSkqSYRjy9vaWJD377LO6//77NWjQILm6ukqSHA6HIiMjVadOnZv7RQAAYCHXW10AAAC4NWrUqKHZs2fLzc1N06dP19mzZzV9+nT17NlTmzZtUt++fa96C/jGjRs1atQoSZKXl5fat2+vZ599VpIUGRmpChUqaPPmzapRo4ZmzpwpSRo7dqyWL1+uNWvW6MiRIzpw4ICmTp2q999/XwkJCfr000/VpUsXxcTE6Mcff5Tdbr95XwQAABbimWwAAO5g7du3V926dTV48GD5+fnl+dwwDGVkZCgzM1OSdOzYMf3444+aMWOGXnnlFd19990qV66cunXrpi1btqhUqVI6cOCAxo4dq6ioKHM/w4YNU7t27bR9+3a1adNG9913n4YOHaq1a9dq0KBBWrNmjRwOh3744QcCNgDgtkbIBgDgDpeQkKCnn35ajzzyiAYMGKDg4GA9//zzOnz4sIKCglShQgV98803kqR3331X5cqVU2hoqH799VedOnUq3/3m3gae6/XXX1e1atX0+eefq1q1atq7d69mzZqlH3/8UY0aNVKLFi3y9AEA4HZDyAYA4A42adIk7d27V59//rkkadSoUYqOjtbChQtVuXJlnThxQqdOndJzzz2nOXPmaM2aNSpZsqS6deume+65R25ubsrMzNSYMWP00EMP6dy5c6pbt6569eplHsPhcOiTTz5RnTp1tGHDBm3YsEHz5s3Ts88+qwULFqhz585asWKFNm7cqLp16zqNgAMAcLshZAMAcIfKycnRpEmTdO+995ptw4YNU82aNdWzZ09FRUWpevXqqlixohYuXKhWrVpp6tSpefaTmpqq8PBwbd26VWXKlNHOnTv12WefmZ8bhqGlS5dq+fLl6tq1q9LS0vT222/r3//+txo3bqyJEyfq+PHjWrhwoQYMGKDy5cvflPMHAKAwcE8WAAB3qG+++Ube3t6qW7eu2RYREVHgxGcNGjTIs5+4uDgtXrxYixYt0vnz5/XYY48pISFBpUqVkiTZbDatXr1a7u7ustlsmjt3rqTLt55XrlxZLVu2NPf1r3/9Sw6Hw3ytFwAAtxtCNgAAdyCHw6EBAwbo3Xff/dNtDcNQZmam3NzcJEm///67qlevrpiYGD377LPaunWrRo4cqdatW+vee+/Vpk2btGnTJg0fPlySNHLkSC1cuFAeHh6y2WzmfpOTk9W2bVu5u7ubbTk5OXJ3d9fOnTstPmMAAG4OQjYAAHegP/74Q0WLFlXHjh3NtuzsbL300kt66aWXzLYrQ/GRI0dks9lUrVo17dy5U2PGjFFMTIxiY2P15JNPOu3fMAzzz0OGDNGQIUPy1ODj46Nvv/3W6XZ1AABudzyTDQDAHSh3du8iRYqYbenp6Zo+fboMw3BasrOz5XA4VLFiRbm5uemRRx6RJL399ttav369Jk2apBIlSsjV1VUdO3ZUXFycBg8erPvuu6/AGhwOhxwOR6GeJwAAN5vNuPKnZgAAAAvExMQwgRkA4I5EyAYAAAAAwCLcLg4AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARf4fYyJW8SR0zI0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABiIAAAMsCAYAAADZELpsAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd0lMUax/FveiOFJAQSSui99ypVivTeW4KgKCJYAb2iKArYEBBRNvQivSMiHUHpvXcChB7Sy5b7R2QlBhJaCOX3OWfPzc68M/O8yz33Jvu8M4+NxWKxICIiIiIiIiIiIiIikg5sMzoAERERERERERERERF5fikRISIiIiIiIiIiIiIi6UaJCBERERERERERERERSTdKRIiIiIiIiIiIiIiISLpRIkJERERERERERERERNKNEhEiIiIiIiIiIiIiIpJulIgQEREREREREREREZF0o0SEiIiIiIiIiIiIiIikGyUiREREREQek71791KhQgUOHz6c6nVGo5HXX3+dbdu2pej7+++/GTlyJOHh4anOMWbMGHbv3p1mTAsWLGDTpk137ZswYQI3bty4a9+oUaN4//33U53baDTy9ddfc+rUqWTt48aNY/Xq1WnG9jhMmjSJUaNGPfI8FouFFStWYDabrW2///47e/fufeS5RURERERedEpEiIiIiIg8gG3btnH27Nm79lksFnbs2IGNjU2qc4waNYrZs2cTFxfHmTNnOHHihHXOYcOGERISQlhYGGfOnOHUqVMcPnw4RcJg8ODBHD16NM14J0yYwMqVK1O0nzhxgtdee40xY8bcddyZM2c4duxYmvO/9957nD592vreZDLx6aefsnbt2lTH7dy5kwMHDnDkyJH7fu3bt4+DBw8mmycxMZGPPvqIQ4cOWdvs7OywsbG56ysmJuau8axfv57GjRszd+5ca9sHH3zA7Nmz0/wMREREREQkdfYZHYCIiIiIyLPCbDbTrVs3HBwc+PPPP/Hw8MBoNBIfH4+zszO2tknP+Tg6Ot5zjk2bNjF06FBcXFyoXbs2jo6OWCwW6tSpQ8+ePVm5ciXu7u4UKVIEV1dXbG1tSUxMZPTo0fTp08c6j5OTEx4eHpjNZubOnYuTk5O1r3bt2nh6egJgb2+Pg4NDijjGjx9PwYIFGTRoEADx8fGEhYXh6OiIjY0NCQkJGI1GwsLCAEhISMBisRAYGGidw97eHjs7O+zs7Kxta9asISIigoEDB6b6WVauXBlXV1fs7Oysn9vdmEwmwsPDcXd3x2w2U6hQIXbu3Gnt79WrF9988w27d++maNGiQNLnv3DhQipXrmy97vDhw1StWhVnZ+e7rjN69GgqV65M+/btrW1OTk7J7g3g+PHjFChQINV7ExERERGR5JSIEBERERG5T7a2tsyePZvq1avToUMHli5dyo4dO6hSpUqy6/Lly2f92cvLi5s3bwKwbt06WrVqxYABA/jqq69o1KgRNWvW5MMPP+T06dOULl2a//3vf3zyySeUKlWKHj16MGDAgGRzX7lyBVtbWywWC1FRUVy6dImxY8fi5OREQkICmzZt4vjx47i7u2Nra2tNQty4cQNvb28ALl26xIQJE5g1axaOjo4YDAYKFizISy+9hJ2dHfb29hiNRiwWC7lz5waSEhF58+blxIkTREVFceHCBWvC5eLFixw6dIjChQszceJEnJ2d6dq1610/w59//plcuXKRmJh4X5/5kSNHKFKkCAsWLKBevXrW9ujoaKKionBycuK3334jc+bMxMbG4uLigqOjI5kyZcLOzo4zZ85QpEgR3N3drf+G/3Xo0CGWLFnCr7/+mmos+/bto0KFCvz4448EBwffV/wiIiIiIqJEhIiIiIjIAyldujTTpk2jdevWjBs3jt69e3Py5EmcnJw4evQodevWZdeuXfj7+zN16lS++eYb61iLxULnzp358ssvAahQoQInTpwA4Nq1a/Tv358hQ4YAUKVKFWsC407NmjXj77//BqB9+/ZUq1aNzZs3A7B//37Kli3LvHnzGDRokDVhsXjxYkaPHk14eDgWi4XXX3+dihUr0rRpU9atW0evXr34/vvvMRqN1h0Ab7/9NqGhocybN8+6ttFoBJLqWDRq1Ah7e3tMJhO9evUiMTGRv/76iwULFvDZZ59Zkx63Xbx4kWHDhqU4tur8+fOYTKYU9+nj42NNHtzN3Llz6dmzZ7K20aNH89Zbb1nXOHv2LCVLlmTVqlUEBATcc6633noLi8VChQoV7nnNzZs3ad26NYULF6Z169b3vE5ERERERFJSIkJERERE5AG1bNmS6dOn07JlS5ydncmbNy8Aly9fBiBHjhxkyZIFDw+PZEf71KlTBz8/P44fP46joyOdO3fGycmJM2fOMGjQIAoVKkRoaCgAH374IQCnTp0iJiaG4sWLA0m7Ks6cOUPRokVZvnw5tWvX5vvvv6d9+/acPHmSwoUL88Ybb9C9e3fs7Ozo1asXhQsXtu6smDBhAosXL6ZGjRp07NiRbdu2Ua9ePd566y0SEhIwm80pjnIym83Exsbi5uYGQN26dUlISOCXX36hd+/erFixglq1atGiRQuaNm3K22+/jaura7I59u3bx7Bhw8iUKVOy9ooVK1qPf7rTuHHj6Nu37z3/DTp37kyHDh1wdnZm06ZN1K9fn06dOiW75vaOjQIFChAdHX3XeaZMmcKaNWvuuQ7A9evXefnll7G3t2f16tV4eXmler2IiIiIiCSnRISIiIiIyEP475fegLUQsouLi7Xtv0cB1axZk9jY2BR1JGJiYti8eTMzZsxI1m4ymYiNjSUuLg57e3tcXFzYtm0bkHTckrOzMydPnqRTp05UqFCB8uXLY7FYCA0NpUKFCjg6OuLq6oq/vz8A5cqVo3fv3pQqVYrVq1dz5coV1q1bh42NDf3792fChAnJ1r9zB4PFYknWd2dh54iICLJnz06/fv0YOHAgZ86cYcWKFdb7vz32v/ft4uLCpEmT6NGjh7XN19f3nrUcbnNwcMDBwQGLxcKQIUPo06cPvr6+ya65nQTy8/NLVlD7tt27d/PGG2/w2muv8dNPP911ncuXL1OrVi2MRiNr167Fz88v1bhERERERCSle1eFExERERGRe/rjjz+Ij4/n/PnznDt3jrCwMOtuhlu3bhEWFkZERARms5mLFy9an/q/fv06MTExhIeHJ3s1a9aMDz/8MEV7ZGQkRqMRe/t/nyFauHAhAO+++y5jx45l1KhR1loR9erVY+rUqbRo0YK4uLgUcVeoUIEJEybQpk0b1q9fz5dffkmuXLkAGD58OFevXuXmzZvJXtevX7fe22379u1j7dq1ALz33nv07t2bcePGUaBAARYtWkTjxo2thbbh30TEnfcBd6/ZkFr7f40dO5ZNmzZRs2ZNLly4kGyty5cv4+HhYd3JAUm7O277+eefqVatmrVg991MnDgRT09PNm/ebE3miIiIiIjIg1EiQkRERETkARmNRoKCgvjkk09o2bIlgYGB+Pv707FjRyDpaCZ/f38++OADLl26RPbs2ZM98V+jRg1sbW2xt7e3vm7XVrizzdbWlmbNmiVb+9y5c6xcuRJHR0c+/PBDhgwZwrlz5xgyZAixsbEUKlSIPn364OzsnGJ3w53efvttihYtyhtvvGFt8/DwSJEogKSkgKenZ7K2/v37W49/atu2LXPmzOGvv/5i6tSpeHl58frrr/POO+9Qp04d62cGpDj26VGsWbOGd955B4BJkybx2muvARAfHw8kFaHOkydPsjEJCQnWn3/88UcWLFiQIulhsVgYO3Ysu3fvpn79+qxZswYfH5/HFreIiIiIyItGiQgRERERkQc0adIkrly5whtvvMHGjRuJi4vDbDbToUMHIKmGgsVisb7i4+Otuxgg6TiiwYMHYzQaMRqNXLlyBQ8PD/73v/9Z24xGI4MHD05Ra2Ho0KG8/PLLuLu7U7p0aYYOHUpkZCRLlizBzc2Nt956Czs7OwYMGMDo0aNTHKcUHR1Nnz59mDVrFhUqVODdd9+lcePGrFy5kj///JPMmTPf9VW/fn3rHCNGjGDPnj0MGzYMSKrzMHbsWPz8/Pj000/59ttvsbe3p1KlSvz555+cOXOGyMhIa3Llv65du8aZM2esrzt3LdzLggULrPUoAEaOHMnWrVs5c+YM9evXx9vbm/Xr1xMaGkq7du3w8vKic+fOyeawsbFJtlsCko5rql27NoMGDcLd3Z0KFSrg5OSUZjwiIiIiInJvSkSIiIiIiDyAyMhIhg4dymuvvUbOnDlxdXXFycmJ0NBQ5s2bx5AhQ1i3bh2LFy+2jnF0dExWN+K/yYGBAwdy69Yt5s6dS3R0NEajkU2bNrFr165kxZ1jY2NZtWoVn3zySbKxkZGRLF26lPXr13P8+HHGjBlDjx492LhxY7IaD5B0NNGUKVNwdnZm69at3Lp1i2rVqlG6dGlrjLGxsckSKZ988kmymg2//fYbY8eOJSAgwNrWt29fhg8fzrVr15gwYQK1a9dm6NChWCwWVqxYQWRkJB4eHnf9TN977z3y5Mljfd28eTPFZ/Rfzs7ODBs2jG7dugFQuHBhjh07Ru7cuVmyZAkBAQEsWLCAWrVqceTIEXLkyMH06dNTrT1x/vx5qlWrRlRUFNu2bSN//vypxiAiIiIiIvdHxapFRERERB7ARx99xM2bN/nwww+tbRaLheDgYPLnz8+nn37KqVOnCAoKYtOmTRQtWjTFHImJidZCyqNGjWL58uVUrlyZQ4cO0bhxY+bOnctnn33Gjh07mDlzpnWci4sLW7dutdZ0ALh06RJdunShf//+lC9fnqFDhzJy5EjeeOMNcuTIkWJtd3d3Dh8+TM6cOVMcw3S7xsLd3LmTYcWKFckSK7fVqlWLGzduULVqVYoUKUKePHno1KkToaGheHp63jURYTabUxSrzpYtW7IjlO7mlVde4ZVXXuHAgQPWNm9vb+vPn3zyCZkzZ6ZFixZ8/fXXqc51W86cOdm8eTOlSpWy/vv8V1xcHHZ2do/1iCkRERERkeedEhEiIiIiIvfp3Llz/PLLL/Tq1Yts2bJZ29977z3Wr1/Pli1bsLOz44cffqBChQq8/PLLTJ48mZdffjnZPOvXr8disfDRRx8xevRofvvtN7777jvq1avHsWPHKFasGMOGDWPZsmUpjgW6MwlhNBpp3LgxefPm5fPPPwegV69eNGvW7K61Hu6cIywsjBMnTnD06FGOHDnCSy+9ZE1c3Lp1K1mh6/8Wvf7v7o7buxe6dOlCly5dkl27fft2HBwc+OKLL1LUmQDo2LEjRYoUSdZ2u7D3w1q2bBljx44lJCQkxefQr18/SpcuTXBwsLXt9lFQFouFsmXLpjr3X3/9xauvvsq8efMoVarUI8UpIiIiIvKiUCJCREREROQ+5cqVi+3bt+Pu7g4k1Vt48803mTp1KgaDgfLlywPg6+vL8uXLadq0KfXr16d58+Z06NCB9u3bY2Njw/Hjx+nduzf79+9n1apVVK1ale+++w47OztmzZrFiBEjePPNNxk9ejR9+/alfv36FChQINkxSwkJCVgsFhYsWICrq6v1CX0nJydy5sxJbGwsO3bs4MSJE5QsWdI6bvLkyQQFBWGxWHBzc6NAgQIULFgQX19f6xfydyZZbrtddPpORqMRs9l8z90LV65cYenSpURGRvLjjz/SpEmTFNd88cUXqX7mtwtP//eIqdvuTCLY2NiwaNEiOnToQIMGDejWrRtz587l3LlzHDhwAFtbW5YtW5Zs58Sdc/y3NoWTkxPbtm3j1KlT1h0hU6dO5dSpU/j7+6cat4iIiIiI/EuJCBERERGRB1CsWDEAzp49S82aNbly5QpTp05NUQi5aNGi7Ny5k4EDBzJ9+nTy5MlDtWrV+Oijj5g1axZlypRh27Zt5M2bF0j6Ut9kMmFra8ugQYNo0aIF7733Hv369cPJyYm1a9dStWpV6/zx8fHEx8eTO3fuu8bp7OzMq6++SmRkJI0bN7a2t2zZEmdnZypWrEiePHmSfcG/ceNGIKlGxJ21FIYOHcrq1atTrJGYmAhwz0RE5syZ+eCDD3B0dKROnTrW4tb3Y/bs2axatYpt27YBEBgYeNfrjEYjACaTiY8++ogRI0ZQsmRJZs+ejY2NDeXKlcPGxoYSJUoAkCNHDnr37p1sjtvJjv/u/Gjfvj39+/cnX7581jZ7e3sGDhyIn5/ffd+LiIiIiMiLzsaSVhU4ERERERG5qwkTJvDSSy+lOFrov0JDQ3F1dcXDw4N+/fqRJ08e3nnnnWR1CBo2bEiJEiUYNWpUsrEHDhzg0KFDtGvX7oHji4qKSlbsOi1xcXGEhYURGBh4zx0ID8poNKZ6TNS9/P777wQHB1OkSBE6d+5M9+7d73rd1q1bqVq1KpGRkRw8eJD333+fRYsWkTlz5kcNHUhKcNxOuAA4ODjcs36EiIiIiIjcnRIRIiIiIiLy3Lh9RJOIiIiIiDw9bDM6ABERERERkcdFSQgRERERkaePEhEiIiIiIiIiIiIiIpJulIgQEREREREREREREZF0o0SEiIiIiIiIiIiIiIikGyUiREREREREREREREQk3SgRISIiIiIiIiIiIiIi6UaJCBERERERERERERERSTdKRIiIiIiIiIiIiIiISLpRIkJERERERERERERERNKNEhEiIiIiIiIiIiIiIpJulIgQEREREREREREREZF0o0SEiIiIiIiIiIiIiIikGyUiREREREREREREREQk3SgRISIiIiIiIiIiIiIi6UaJCBERERERERERERERSTdKRIiIiIiIiIiIiIiISLpRIkJERERERERERERERNKNEhEiIiIiIiIiIiIiIpJulIgQEREREREREREREZF0o0SEiIiIiIiIiIiIiIikGyUiREREREREREREREQk3SgRISIiIiIiIiIiIiIi6UaJCBERERERERERERERSTdKRIiIiIiIiIiIiIiISLpRIkJERERERERERERERNKNEhEiIiIiIiIiIiIiIpJulIgQEREREREREREREZF0o0SEiIiIiIiIiIiIiIikGyUiREREREREREREREQk3SgRISIiIiIiIiIiIiIi6UaJCBERERERkftw/vx53nnnHfLmzYeDgwM2NjZ66WV9ZXJ3p2HDRsyePTuj/6sqIiIi8tSxz+gAREREREREnnZnz56lZs1a3IyIpEqDltTrUhR7B8eMDkueFhYLkbdusmvjb3Ts2JHjx4/z8ccfZ3RUIiIiIk8NG4vFYsnoIERERERERJ5mPXr0YNlvvzN85lqyBOTM6HDkKTbrh2HMHT+C06dPkzt37owOR0REROSpoKOZREREREREUmE0Glm0eDG1W3ZVEkLS1CL4bRydnJk/f35GhyIiIiLy1FAiQkREREREJBXXr1/nVng4+UuUu2t/YkJCquPNZjOJCfH3tVbkzeuYzeYHjvFh7flzDWePHbzv6y0WC1t+W0DEzWvpGNWzzcXNnZz5CnHixImMDkVERETkqaEaESIiIiIiIqlITEwEwMHRKUVfdOQtgmvkS6oXYWMDQEJcLACOzi4AWMxm/HIE8t2iv5KNXTV7In/+toDPJq+wto37+A1y5CtMlwFDH1v8x/fv5OrFc9b3dnb2VKrXFLPZzPj/9aPdG4MILFjsvuaysbFh/s/fcPHsSdr0ee+RY7tx5RKHd26hWqPWjzzX08Te0cn63xsRERERUSJCRERERETkobm5ezJ7zzUSE+KtiQrD8PcBCB48EoCrF8/jnTUgxVgHJ2ccnVys7xMT4jm04096Dfn6nusNaFGZy+dPY2tnjzEhnha9BtDhzSHs2rSa4a+3wdk1EwCxURF8vWALeQqX4I+5k7h45gTFKtZg628LCchTgEr1mrJp2RyuXjzHIsN3LJn0A5D0NP8nhiW4uCXN88vn77B11aJkSZiE+FiWTR3H6jmTrHFn8vTih2U7H+izu3HlEl+92YFXP/rmgcb9lzExkQmfvs3WVQvJVbAYA0aF3NcRWtfCLjBmUG9O7N9FpXpNef2zMdb7nPjFu6yY/pP12my58vLjqn3W9xE3r/F+25p8NmUFftkDHyl+ERERkReBEhEiIiIiIiKPYPm0HzlxYDf9R/xy1/7R7wdTuFxV6y4Hi8Vi7bOxscFisWCxWNi+bgVmk4n/9XjF2h8TFUHuQiUYGrIUAHt7BwaPn0vxii+x4JdvSIiPs15bpGwVhk39DYA+dYvi4OAAgLObO8Uq1qD9G4P5Y94U6rXpQUxUBNO/+4TB4+dRvlZDAP7X4xWKVahuTUIAmI1GWgS/TbMe/YgMv8HeP9dQvXFbIOnL+L//WMbLbXs88Gd2/fJFRr7Vid7/+478xcs+8Pg7zR7zOQe3b2LYtFUc37ed0R/04vNpq9Ic982Abrhn9uHr+ZtZ8Mu3zJ8wig79PgLg5IHdDPlpPoXLVALA1s7OOi7i5jW+eK0tVy6cfaS4RURERF4kqhEhIiIiIiLyCEpVrcOW3xawbe3yFH2Hd23l2L7t1GnZxdp2bO92Whd158eP+rJr4yraFPNgzfypLJ0yjtc+/YEfV+2zvjr2+8h6xBOArd0DPEv2z1FR9vZJCYmTB3djNpkoWaU2377Tk+IValiTEPv/Ws+544do1qNfymmwIT4ulhtXLjH1m4+t7beuX+XXsV9gNpuJ/+c4qvuRlIToTO//fW9NQvy5cj5dKmZP8RrUsW6qc5nNZn6fE0Kntz4mT+ES1G8XRGx0JJfOnkx13OnD+zi+fwe9//cd/oH56PbOZ6xfPAsAk9HI+ROHKVq+Gm4eXrh5eOHi5m4d++3AHrzUpO1936+IiIiIaEeEiIiIiIjII8mRrzDNe77FxM/fpVSV2tZ2k8nExM/fpWHH3gTkzm9tz1+iHL/uvc6m5XPZumoRH46dzba1y7h1/QoOjk5M//YTugz8FABjYgKOTs6PJc7ta5dT+eVmODg60vGtj/D2C+DimRNkCchJ4bJV+HLmmmRfuANYsGAyGRnYogo2NjaEX7vMwJZVgKQjmSJuXuOdllWwd3Bk1LxNacZwOwnR55PvyVu0lLW9XM2GfLtwS4rr7R0cU53v2qVQom7dpHjlmta2/CXKcfLgbvwD891z3Jmj+wnInR/fbNkBcM/sg72DI+HXLnPjShhms5l3WlXlxuWLFK1Qndc/HWM97un1YWPJmiO39QguEREREUmbEhEiIiIiIiKPqGmPfmxft4LIWzetbUd3/0X4tcu0f3Nwsmvt7Oywu+OoHzt7ezy9s/Da0NHkLlyCySMHk7tQcao3bktiYiJOd+yIeBQFS1XEMPw9jImJbF+3gjnjvsTNw4teH32DxWxm/oSR2NrZkyNfId77fjoAifHxOLu6Me63PZw/cZhPezW39l0OPcOPH7/Bd4v/vq/14+NiGRrUhP4jJiZLQgA4u7rh7Or2wPcUGx2Bk4srXj5+1jbXTB7cvBKW6riYqAj8sudO1uaSyZ0bV8I4f/II2fMUoNeQr3HP7MOkrz5k/Cf9+N8viwDImiN3ivlEREREJHVKRIiIiIiIiDwEi8WCMTEBewdH3L28GTVvM/b/1GUAKFq+Gt8t/gs3d09MJhMmYyIOjk7Y/HNk0p2Klq9m/fn9H2YSHxvN/r83pLojwsnZhcUho1k5YwIAhctWSTXesi/VZ+IX77J782ocnVyo2bQD/UdOBJIKPld/pQ2Hd21h+refWMfExUbj7uUNgEsmDyrVbcKyqeOs/S81aZ/Wx5Qs3mbd+7Fw4re8PTIEB8fUdzvcDzs7+2SFtAEcHJ2Ij4u5j3HJ13d0ShpXs2l7ajb99756/+87Xn+5GDFREbhm8njkmEVEREReREpEiIiIiIiIPISLZ47zTsuq2P/ni/CEf+olrFs0w9pmNhkxJiby89rDePlmTXa9xWIhPjbGuiPg/InDTB01hJ4ffpWUiLjHjojGXfvSuGvf+47XxsaGUlVrc3jnVjy8fbG1s8NkMmExm7FYLNja2v6TJPk3URJ+7TLefv6Mfr8XR/duA0i2cyE2KhIvXz+adHvjvmJ4uV1P7BwcGPV2F979bqo1yfLnyvmM/+StFNfnzFeYL2etued8mTwzExN5C2NiojUJFBsdlWbCIJNnZiJuXkvWFhsdddejoDx9smA2m7l5NUyJCBEREZGHpESEiIiIiIjIQ8iepyCz91xL0X67dkDw4JH3HBsbHcmFU8c4dWgPfeoWpeeHX5IzX2FCvvyA2OgoPp+2imy58jL9u6E4PKYaEfGxMVy7GErRCrkB2LZ2OcebV6RJtzcwJiawYvoEEhPikyVKLp09hU+27PQfOZGYqAjeb1uTfl/+TJ7CJdj6+yLm/PgVDTr0eqA46rTsgp29A1+90Z73f5iJs6vbQ9eI8PLNinfW7Bzft50i5aoCcPrwXgqULJ/quPwlynH68H7i42JxcnYhIT6OC6eO4ZM1gCmjhpCnSCleatIOgKN7/sbW1hbfbDke6D5FRERE5F+2GR2AiIiIiIjIi2Tjsjl0qRDAgW2baBE8gOEzVlOlfguWThlL7sIlrUkISCoI/ajFqi0WCwDzJoykWMUaNO3+JgAV6zTmh2U7qd8uiFc6v8bYlbvp9+VP1nGhJ48AFvyyBwJJtRde/2wMX73RnmVTxzH164/5YMysFEcj3Y+aTdtTt3U3hr/ehpioCJxd3fDLHpji5e3nn+ZcVeo359dxX5KYkMChHX9ybO92SlRKKl4dHxtD/D87VO6ULWce/APzsfCXbwBYHDIa/8B8ePv5k7tQCWaN/ox9W9ex5881TBj6NjWbd8LJxfWB71NEREREkmhHhIiIiIiIyGNkNptS7S9fqyHfLtpKYMHiydr7DP0BW9ukZ8UO7fiTmMgI9v65hgbtg/+d22Rk+OttsbVL/U+52KgIzKakOEzGRMCZzm8P/fcCi4Wtvy/iwLZNycYlJsTh88+T/6vnTqZ8rVf+nTM6iuiIcJxd3Zj01YeUrl6Ps0cPgMWCl2/WBy42Xa1Ra+zs7Fnwy7d0GTA0zevvpU2f9/hfz8YE1chLXEwUnfp/QuYsSbs6fv5sAK7unnfdndLnk+/54rXWrJz5M4kJ8QwePxeAms06cP7EYUb274KtrR01m7VP/tmJiIiIyANTIkJEREREROQxSoiLu2tB6ttcM3mkSEIA1iQEwIals9mxbiWFSlek2iutre129g58NGFBsuLWd9OnblGMiYkAmEzGFLsqEuLjqFK/Bf2+nJCs/cC2jdajpRIT4mnQIZjl08ezavZETIlGilaoTq8ho8hbtDR/rV7CpuVzMQx/n2uXztP9/eE075myzkNqKtdvTuX6zR9ozH+5Z/Zh5JyNHNrxJ16+fgQWLGbt++/93algqQqM+20vR/dsI3fhEvhkDbD2dRn4KV0GfprqugsORz1S3CIiIiIvEhvL7X26IiIiIiIikkJoaCg5c+bk418WUaZ6vYwO54mLjY4kMSEej8y+qV5j7+D4UMc0PY8GdaxD9XIlmDhxYkaHIiIiIvJU0I4IERERERERuScXN3dc3NzTvEZERERE5F5UrFpERERERERERERERNKNEhEiIiIiIiLPqAPbNtKnbtEnNu5hHNy2iX6Ny9K9Si6WTB7zwOPDzp+mQ5ksKdpvXr1Mt8q5OL5/p7WtT92itCqSKdnrSd2niIiIiNybjmYSERERERF5RhUpW5XvFv/1xMY9qFs3rvLlG+1p1qMf1Ru35dt3epCnSElKVKp533NMGNqfhLjYFO2G4e9SpX4zCpQoZ237bvFfWMxm6/tFId9z8+rlR7sJEREREXlkSkSIiIiIiIg8o+zs7XHN5JHu495pVY3LoWdStL/11c9UrNP4nuM2Lp1DZr9stO37ITY2NrTr+yFr5k+970TE+sWzuH75Qor2Het/Y9/W9YxduTtZ+533FBsdydoF0/ly1pr7WktERERE0o+OZhIREREREXlKnTl6gP5NK9Ctck5CvvyAfq+UYfn08db+ux2xtHbhdD7u1pDVcybRs3oeelbPw1+/L052zYMezTR4/Fy+XbglxatUldppxL+f4hVfwsbGBoD8Jcpz8uDuVMfcFnnzOlO/HkLfYeOStcfHxfLLsIGUqV6PHet/4+KZE3cdv2q2gbI16uOXPfC+1hMRERGR9KNEhIiIiIiIyFNqwtD+1Gjclk8nr2DN/Kn0/fxHajbtkOa4c8cP8dcfSxg+4w/qtOxKyFcfPFIcPlkD8MsemOLl5OKa6rjYqAiy5shtfe+ayZ2bV8Lua81JIwZRrVFrCpepnKx9+bQfuX75Ai6Z3Dl79ACDO9Vl0/I5ya4xm838NusXGnbqfX83KCIiIiLpSkcziYiIiIiIPKVOH9lHv+E/EZCnADnzF+HapfMUKVslzXHxsTH0+3ICXj5+1G3VlYUTv30C0aZka2ePg6Oj9b2DkzPxcTFpjtu3dR2Hd27hu8V/p+hbPWcSzbr3o9t7nwOQt1gZJo8YTI3G7azX7N60Gg9vX/IVK/3oNyEiIiIij0yJCBERERERkaeUf668HN27DffMPlw6e4Ic+Yrc17jseQvh5eMHgP0diYCH9bA1Itw9M3PrxjXr+7joSOwdUo8nIT6OCUPfps/QH3B2dUvRf/3yBcrVamh9n69oKW5eDSM+Nsa6Q2PT8jlUbdgqrdsSERERkSdEiQgREREREZGnkMViIUe+whi+eI/x/3uTRp36kKdwifsa65rJ/bHGMnj8XEzGxBTtnt5ZUh2Xv0Q5Ni3799ikU4f34u0XkOqY43u3E3b+FF8P6JqsvUvF7AwZPxefrNlJiI+ztl+5eJ5MnpmtSYjEhHi2r11Bh34fpXlfIiIiIvJkKBEhIiIiIiLyFLpw+hiHd27hixmrcXP3xNc/R4bF4pM19eTBvVSo8wq/DBvI3i3rKFahOosM31O6el0gqY5DbFQEru6e1mLWAAVKVWD86gPJ5nmtXjG+XbgFL9+sVG/chlk/DMMnawBms5kZ3w2l+ittrNce2bUVNw9PsuXM81Axi4iIiMjjp0SEiIiIiIjIUyggdwE8fbLwcbdGxETdwt7egVotOvHa0B8yOrT75pHZl54ffsUXr7XC2TUTbu6e9Bv+EwDXLp3ntXrFmPZ3KG4eXtYxjk7O+GUPTDHX7bb2bwwhMSGBoUFNiYuJpuxL9en27ufW6/b/vZFCpSul742JiIiIyAOxsVgslowOQkRERERE5GkVGhpKzpw5+fiXRZSpXu+JrfvHvCls+W0BfYeNw8nZhTPHDvBFn9aEbD6FayaPJxbH43A59AwXTh2jSLmquLhlyuhw0t2gjnWoXq4EEydOzOhQRERERJ4K2hEhIiIiIiLyFCpe6SU2LZ/D280qkhAfSxb/XHQZ+Okzl4QAyJojN1lz5M7oMEREREQkgygRISIiIiIi8hTKljMPn05antFhiIiIiIg8MtuMDkBERERERERERERERJ5fSkSIiIiIiIi84A5s20ifukUzOoz7Enb+NB3KZLG+j7x5nVZFMiV7bVgyO80+EREREXlydDSTiIiIiIiIPDMmDO1PQlys9f3JQ3soWq4qg36cY21zcnFLs09EREREnhwlIkRERERERCTd3bhyibealL9r3/jf9+Pu5Z3mHOsXz+L65QvJ2k7s30nhslVw8/BKcX1qfSIiIiLy5CgRISIiIiIi8hTZu2UdhuHvcuXCOfIULslbX/2Mf2A+ALatWcbUrz/m+uULFCxVgf4jJuLt50+fukUpU6Mem5fPo26b7oSePMLxfTv5+JeF7NzwG8f37SA+NoYzR/ZTpsbLvP7ZGFwzeaQZy65Nq5k6agjXwi5QpX4Lev/vWxwcnQBYOnksi0K+JzY6irIv1eetr37G0cn5nnN5+vjx7cItd+27n0RB5M3rTP16CO//MJPBnepZ24/v38mFU8dYMeMn3Dy8aBH8No27vJ5mn4iIiIg8OaoRISIiIiIi8hQZ/UEwdVp2ZeyK3eTIV5hZPwwDIOrWTb4Z2J1Wvd9h3G/78PTOwtzxI6zjYqMi6fbe5yydPIYG7YPJU6QEe/9cA8DuTaup27o7I+du5MqFc9Y5U3Pp7Em+eqM9jbv2ZeScDZzYv4NFhu8BCD11lClfD2HgN5P5ev5mws6dYt2iGanOZ2dnh1/2wLu+bG3T/tN00ohBVGvUmsJlKidrDzt7ktotOzN66Q56fvAl077+mKN7tqXZJyIiIiJPjnZEiIiIiIiIPEUcnVwwGhPJ5JmZ1z8bg8loBMDZNRMT1hzC1d2Tkwd2ERcbw60bV63jajbvhKOTE16+flSs24S//1iK0ZgIQOGyVajdohMALXsNYNJXHxI8eFSqcfy5cj55ipTk5bY9AGjY8VXWLJhG29c/sO6KMCYmkjVHbkb8uv4xfwrJ7du6jsM7t/Dd4r9T9I1etsP6c5aAnOzatJqtvy+iUOmKqfaJiIiIyJOjRISIiIiIiMhTpP/Iifw6djiLDN+Tu1Bxen44gnzFSmOxWJj27SdsX7uCHPkK4eKWCbPJZB3n6JSUHHBwTHk8km+27NaffbIGcOv6lTTjuB52gdOH99KlYtJYs8mIs2tSoeesOXLz2tAfmP7dJ4SdO0WZ6vUIHjIKT+8s95zvYWtEJMTHMWHo2/QZ+oN1/dR4emfh6sVzD9wnIiIiIulHiQgREREREZGnRHxsDGajkaEhSzEZjcwe+zljB/fhu8V/s2n5HI7t3caENYdwccvEypk/s+W3Bfc175UL/375fi0sFC/frGmO8cmWnfK1GtHjgy8BMJtMxMfFAElJhXzFyzKqTXeiI28xqn8X5o4fQa8hX99zvoetEXF873bCzp/i6wFdk7V3qZidQWNnM/37Txk+YzU2NjYAHN3zN4VKV+LKhXN8917QXftERERE5MlSIkJEREREROQpYTIZ+ezVFvT9/EdKVHoJiyWpDSA2OhIsFqJu3eTwzi3MHT+CgNz572veY3u3sW7RDAqVrsTCid9RuX7zNMdUf6UNy6b9yMUzJ8lVoCgLp3zLkV1bGTVvE+eOH2L0B714/4eZZAnIlRT7P0dI3cvtGhEPqkCpCoxffSBZ22v1ivHtwi14+vgRcf0qM74bSpUGLdj6+2KO7d1O32HjyBKQ8559IiIiIvJkqVi1iIiIiIjIU8I1kwf9R05k3k8j6Fu/BDvWraDPJ6MBqN2iM1myB/JWk3L8Ou5L6rcPIvTUURLi49Kct3ztV/hj3mTebV2dbDnz0P6NQWmOyZYrL2999QuTR3zIGw1LcvbYAQZ8PQmA0tXqUr9dEF+/3ZU3G5UGi4W2r3/wSPd+L45OzimKWwP4ZQ/EydmF936Ywd4taxnUsS67N63mk4mLCcidHxsbm3v2iYiIiMiTZWOxWCwZHYSIiIiIiMjTKjQ0lJw5c/LxL4soU71eRofzwGaP/YKrF87R78sJGR3KC2NQxzpUL1eCiRMnZnQoIiIiIk8F7YgQEREREREREREREZF0oxoRIiIiIiIiz7EObw7J6BBERERE5AWnHREiIiIiIiJyXzYum0OXitmtrxfBF6+1sd7vhE/fzuhwRERERJ5J2hEhIiIiIiIi98WYmEDtFp1p2v2NjA7liek7bByJCXEc27ON3Zv/yOhwRERERJ5J2hEhIiIiIiKSwa5cOEurIpkyOoz74ubhiV/2QPyyByZrP7L7L95sVOauY8xmM4M61mXxpB+sbcbERKaMGkLvOoUJqpGPWT8Mw2Q0PlJsJpOJCUP707m8Px3KZOHHj9+0zhkfF8uot7vQubw/PaoGMnnkYMxmc7Lx8bExvP5ycbb+vsjaljlLVvyyB+KVJesjxSYiIiLyItOOCBEREREREXkkJw/uZkS/jjg6udy1f9XsicRE3qJxl9etbXPGDWfXxt/5+OeFJCYkMOrtLlgsFjr1/99Dx7Hwl284dXgfX81eizExkU97NaNAiXK83K4niw3fY2/vwA/Ld3LjyiW+GdCNnPkKU7d1N+v4X8cOJ1uuvFSp3+KhYxARERGRlJSIEBEREREReUG806oal0PPpGh/66ufqVin8UPNGRcTzYh+nWjUqQ9r5k9N0X/jyiVmfP8pH/wwA3sHB2v7+iWz6PnhV+TMXwSAZj368fuvhkdKRETcvM6Ar0PIljMPAGVr1OfU4b0AHN+/k4YdX8UnawA+WQMoWaU2l86dso49fWQ/K2f9zNfzNz/0+iIiIiJydzqaSURERERE5BFtXDaHwZ1ftr6PjginfSkfbt24CsDhXVt5p1VVOpTJwvvtanL+xOE05zywbSN96hZN1taqSCauXDgLJH2x/kH7WnSpEMCIfh2JjryV5pyDx8/l24VbUrxKVan9ILebjJ29A1/OWkPR8lXv2h/y5ftkCcjJtbALHNn9l7U94uZ1fP1zWt/b2tlha2f30HEABA0aYU1CAFw4fZyAwPwA5MxfhD/mTSY6Ipxzxw+xc8NvlKqadN8Wi4WfPulHodKVOLpnG6eP7H+kOEREREQkOSUiREREREREHlH5Wg05fXgv0RHhAOzdspZCZSrh6Z0Fs9nMqP5dqFSvGeN/P0DR8tWYMnLII60XHRHO571bUqbGy3y76C9ioyKZPGJwmuN8sgZY6zvc+XJycX3oWBwcHfHJGnDXvqO7/2bLbwvxyZqdsHOnGPNhH34ZNhCAvEVLs33NMiCptsOGJbMpVaXOQ8fxX/v/3sD5E4d4qVl7AFq9OpCje7bRtVIO3m5WkcovN6NEpZoA/LliHsf37cDTJwsXTx/n894tWWT4/rHFIiIiIvKi09FMIiIiIiIij8g1kwfFK77E3i1rqdqwFbs3/UGVl5tb+79ZsIVMnl6cOXqA6IhbXDhz/JHW27FhFXb2DrR/YzA2NjY0C+rPDx++Cox7xDt5vFbPm0yBkhUY8tM8bGxseLltT/rULcIrXV7j1Y+/ZfjrbTi+fydh509z7dJ5+o/45bGsGxcTzfj/9aNd30F4emcBYNYPwyhSrgqvfvwt0RHhfP9+L5ZPH0/jLq/z+9xJVG3YkgGjQgAoV6shn/RoTIMOwbi4uT+WmEREREReZEpEiIiIiIiIPAZVGrRg16bVVG3Yir1b19Lxn1oHtra2LJ0yljXzp5A1Zx58s2XHbDI98PzxsTHWn6+HXSDi5jW6VsoBgMVsJjY6koT4OBydnO85R3rUiEjN9bALlHupPjY2NgD4+ufAw9uXsHOnKVezAT/9cYgLp44y+oNXqdOyC1lz5H4s6/7y+Tv4+uegWc+3rG0bl83h82m/4eXjh5ePH21fe5/ZY7+gcZfXuR52kdotulivzVu0NMbEBK5dCrXWsBARERGRh6dEhIiIiIiIyGNQofYrzB7zBWePHcDXPyfeftmApFoPf8ybwg/Ld+Dl48fODas4eXBPmvPZYIPFYra+P3lwt/Vnn2zZyVesDO98OwVIqnEQExmBnb1DinnuNHj8XEzGxBTtt3cNPG4+2bKTEB9nfR8bHUXUrZt4/3OUk52dHfFxsVw8c5whP817LGuunPkze/9cw9fzN2Nr++9pxBazmVvXr1rf37x22ZoQ8skWQEJ8rLXv6sVz2NjYkDlLtscSk4iIiMiLTokIERERERGRx8Ddy5sceQuy4OdvqFK/hbU9NjoKgJiIW1w6e5LJIz7EYrGkOZ931gBuXg3jyoVzeHr7MnvsF9a+8jUbMGXkYI7v20GxCtVZv3gWSyb/wC/rjqU6571qOaSX6q+05bt3e1CySi2y5crHrB+GkT1PQXIXKm69ZvaYz2nWox/efv7WNrPZTGxUBK7untbdFPdj/98bmDxiEIPHz8PJxY3Y6Chs7exwcnahSLmqTPv2E5p0u0JU+HXm/jSSl9v2AKDGK21ZaPiOvEVK4ebhheGL9yhToz6ZPDM/ts9CRERE5EWmYtUiIiIiIiKPSeX6zdm0fC6VX25mbStT/WXK1KjHu22qM2Fof+q17cnNq5cIv3Y51bn8A/PRuGtfBneux+DOL9Oka19rn5uHF4N+nMOSyWN4vX4JtqxayKBxc7Czf7qeNStdrQ5d3xnGhE8H8Fbjslw6e5L3Rk+3JhcObtvE6cP7aBE8INm4a5fO07VSDmIibz3QesunjScxIZ5Pg5vSuXw2OpfPxue9WwLQZ+hoMmfJhuGLd5nx/aeUr9WINq99AEC9tj2o27obo97uysCWVbCxseGNz398DJ+AiIiIiADYWO7nURwREREREZEXVGhoKDlz5uTjXxZRpnq9jA4nQ61dOJ0JQ/vj8E8diunbLqTbWuOG9KXv5+MeaEdEevjitTYc3rUVs8lIlfot6PflhDTHDOpYh+rlSjBx4sQnEKGIiIjI0+/pelxGREREREREnlpV6regeMUa6b6OMTGRWs07ZngSAqDvsHEkJiTVuXB2dcvgaERERESeTUpEiIiIiIiIyH1xccuEi1umdF/H3sGBYk8g4XE/MmfJmtEhiIiIiDzzVCNCREREREREMoQxMRGTyZTqNRaLhYT4uBTt4dcu37VdRERERJ4+2hEhIiIiIiIiGWLKqCGsmT8FW1s7zGYTCfFxOLtmwmRMJDEhHmfXTGCxkJgQz697rycb+2mv5nR+eyjlazVM1j7uozfw9c9O+zcGP8lbEREREZFUaEeEiIiIiIjIM+rKhbO0KpL+RyWll+DBI5m58zLTt1/kgzGzKViqItO3XaDflxMoUrYK07ddYMpf51MkIQAcHJ1wdHICIOrWTV5/uTgJ8XE4Ojvj6OTypG9FRERERFKhRISIiIiIiIhkCJPJxAfta3P14vl7XhMy/D1W/Wqwvr99nJONjS2nDu/j+P6dnD9xGEdnFxydnLG1tcPGNulP3cSEhDSPfhIRERGR9KejmURERERERFJx6tSpjA7hqda9Sq67ftk/bMpK8hQpmepYOzs7vHz9WDN/CkXKVUvRf/PqZdYtmsGIX9db23asX8nmFfMAuHz+NEd2baVEpZe4HHqG7lVyER8bg42tLQt/+YbEhAQ+nbSMAiXLP9pNPiCTycipU6eIj4/H6Z9dGyIiIiIvMiUiRERERERE/iM6Opq5c+cSEhLCpk2bMiyOU4f28vNnAzh3/CCBhUrw+qc/kKtA0TTHHd61lYmfv8OF08fJVaAo/Yb/RM78RQDYu2UdhuHvcuXCOfIULslbX/2Mf2A+ADYtn8OM7z7l1o2rFClbhbdHGfDI7JvqWqPmbQYsKdozZ/G/r3us0bgtx/Zuv2vfpbMnqNGknTV2gLBzp/APzMvVi+epUPsVJo34kIS4WPoOG8dLTdphGP4+Ptmy0yKo/32tny4ssG7dOgICAujSpQvBwcGULJl6UkZERETkeaajmURERERERACLxcJff/3Fq6++SrZs2ejZsyeOjo6MGTMmQ+KJjrzFsN4tKFezAWNW7CZ/8bJ8/35wmuPMZjOj+nehUr1mjP/9AEXLV2PKyCHW/tEfBFOnZVfGrthNjnyFmfXDMABioyMZM6gPXQYMZfTS7dja2bNkUtr37pc9F37ZA1O8HBwdUx1nMpkwJiZSrVFrggaNuOs1RctX4/VPx2AymUhMSADg9OG95MhbGABHZ2f+98tiju7ZlqJodUays7endevWBAcHM3v2bEqVKkX58uUZP3484eHhGR2eiIiIyBOnHREiIiIiIvJCu3LlCtOmTSMkJIRDhw6RM2dOBg4cSM+ePcmdOzehoaH069fvice1c8MqMnl40fb1DwBo/8Yg9vxZ8b7GfrNgC5k8vThz9ADREbe4cOa4tc/RyQWjMZFMnpl5/bMxmIxGAGzt7LG1sycxMZHMWbIx6Mc5WMzmx39j/9i+Zhk/fdofB0cnbG3trO196hZN8bPJZKRY+WoM+HoShcpUonDZyqyYMQEAj8w+fDhuNnb2Dlgs/+7MsFgsJMTF4uTimm73kBovLy9GjhzJF198wfLlywkJCaFfv34MHDjQmqSoWbMmtrZ6PlBERESef0pEiIiIiIjIC8doNLJq1SoMBgNLly7F1taWli1b8t1331G3bl3s7OzSniSdXbsUil+O3Nb3mTwzU/2VNmmOs7W1ZemUsayZP4WsOfPgmy075jtqOPQfOZFfxw5nkeF7chcqTs8PR5CvWGmcnF0Y+M1kFhm+x/DFuxQuW4VeH31Ntpx5Ul3vYWtEVK7fnAp1GmNnb09CfBzREbfInCUr0775H+VrNaRIuaoAhF+/gpePn3XcK51fSzaPk4srWfxz0r1KLhydXEiIS6oRseDnb0iIi2Hatgs4OGZcnQYHBwdatGhBixYtuHjxItOmTcNgMDBjxgzy5s1Lz5496dGjBzly5MiwGEVERETSmx69EBERERGRF8aJEycYPHgwgYGBNGnShFOnTvHtt99y8eJFZs+eTf369Z+KJASAr38Orlw4a30fGx1F/6YVuHn1cqrjDmzbyB/zpjB62Q5GztlA3dbdrX3xsTGYjUaGhixlypazFClXhbGD+wAQGX4DLx8/hs9YTcjmU3hk9iHkyw/SjHPUvM18u3BLileOfIXTHLtk8hjGDenLoR1b+Lhb0tFK/oH5GDv4detRTN8M6MbSKeNSnSdbrrzM3n2VqX+d4+V2QbR/cwhT/zrH7D3XMjQJ8V8BAQF88MEHHD16lI0bN/LSSy/x5ZdfEhgYSKNGjZg3bx7x8fEZHaaIiIjIY6dEhIiIiIiIPNeio6OZOnUqNWvWpECBAvz444+0aNGCHTt2sHv3bvr164ePj09Gh5lCuZoNiLp1k/k/f821sAvM+2kkZrMJL1+/VMfFRkcBEBNxi8O7tjJ5xIfWI4tMJiOfvdqCDUt/5daNq1gsSW0At25c5X/dG7Fr02qibt0EwPzPsU2pedgaEQC7N6+mYKkK2DvYY2eftGG/dssutOrzLjY2NsRERdDro6+Z9cNnnD6yP835nhU2NjbUqFGDSZMmcenSJSZMmEB4eDht27Yle/bsDBgwgP37n5/7FREREVEiQkREREREnjsWi4Vt27bRp08f/P396d69O/b29kyfPp1Lly4xbtw4ypUrh42NTUaHek9u7p58/PMitq9dwVuNy3Fs7zY+GDMrzZjLVH+ZMjXq8W6b6kwY2p96bXty8+olwq9dxjWTB/1HTmTeTyPoW78EO9atoM8nowHIkbcQ3d8fzs+fvk3f+iW4cPo43d77PN3u71rYBY7u/puK9Zpggw0RN68RHxeLnZ0ddVt1xWIx80H7WoRfu0qDDr048PfGZOPNJiMmowmLxUJiQnyy+hC33Vnk+mnl4eFBr1692Lp1KwcPHqRHjx7MmDGDkiVLUrFiRX766Sdu3bqV0WGKiIiIPBIby91+WxMREREREXkGXb16lenTp2MwGDh48CA5cuSwnsGfN2/eh5ozNDSUnDlz8vEviyhTvd5jjvjFFR8bw+FdWyldrS6RN6/zbpsa3Lx6CUfnpOLSxoR4smTPxai5m3BycU2RgBnQojKd+39Ctlx5GNKlftIRTP+5xmwyUqRcVd77fvoTuy+AQR3rUL1cCSZOnPhQ4xMSEli+fDkGg4GVK1fi5OREmzZtCAoKombNmk91Ak1ERETkbpSIEBERERGRZ5rJZGLVqlWEhISwZMkSAFq0aEFwcDD16tV75JoPFy9eJHv27Az5aT7lajZ4HCHLc+7DdjWpWbksP//88yPPdfHiRaZMmUJISAgnTpwgX758BAUF0b17d7Jnz/4YohURERFJfzqaSUREREREnkknT57ko48+IjAwkMaNG3Ps2DFGjRrFxYsXmTNnDg0aNHgshae9vLywtbXl6sVzjyFqed6ZzWauXjqPr6/vY5kvICCAQYMGcezYMTZs2EC1atX4/PPPyZUrF40bN2b+/PkkPOXHT4mIiIhoR4SIiIiIiDwzYmJimD9/PiEhIaxfvx4PDw86depEUFAQ5cuXT7cja+rWq8fFG9EMm7bqsSQ35Pm1a9NqPu/dks2bN1OtWrV0WSMiIoLZs2cTEhLC33//ja+vL127diU4OJhixYqly5oiIiIij0KJCBEREREReapZLBZ27NhBSEgIM2fOJCIiglq1ahEcHEyrVq1wdXVN9xhWrFhBs2bNKFuzIU269SVXgaLYOzim+7ryjLBYiAy/wa5NvzNr9DBKlSjOpk0bsbVN/0MIDhw4QEhICNOmTePatWtUrFiR4OBgOnTogIeHR7qvLyIiInI/lIgQEREREZGn0rVr15g+fTohISHs37+f7Nmz06NHD3r27Em+fPmeeDzz5s1j4DvvcP6cjmiSu7O3t6dp02ZMnjzpiScBEhISWLp0KSEhIfz22284OTnRtm1bgoODqVGjhgpci4iISIZSIkJERERERJ4aJpOJ1atXYzAYWLx4MQDNmjUjODiY+vXrZ/ixSBaLhd27d3P27FmMRmOGxiJPF3d3dypWrIi3t3dGh0JoaKi1wPWpU6fInz+/tcB1QEBARocnIiIiLyAlIkREREREJMOdOnWKSZMmMXnyZEJDQylWrBjBwcF06dKFLFmyZHR4Is8ks9nMxo0bCQkJYd68ecTHx9OoUSOCg4Np3Lgxjo46XkxERESeDCUiREREREQkQ8TGxrJgwQJCQkJYu3Yt7u7udOzYkeDgYCpUqKCjZEQeo1u3bjF79mwMBgPbt28nS5YsdOvWjaCgIIoWLZrR4YmIiMhzTokIERERERF5YiwWC7t27cJgMDBz5kxu3bpFzZo1CQoKok2bNk+k8LTIi27//v3WAtfXr1+ncuXKBAcH065dOxW4FhERkXShRISIiIiIiKS769evM2PGDAwGA/v27cPf358ePXoQFBRE/vz5Mzo8kRdSfHw8S5cuxWAwsGrVKlxcXGjXrh1BQUFUr15du5JERETksVEiQkRERERE0oXJZGLNmjUYDAYWLVqE2WymWbNmBAUF0aBBA+zt7TM6RBH5x/nz560Frk+fPk3BggUJCgqiW7du+Pv7Z3R4IiIi8oxTIkJERERERB6rM2fOWAtPnzt3jqJFi1oLT/v5+WV0eCKSCrPZzIYNGzAYDMyfP5/ExEReeeUVgoKCaNy4MQ4ODhkdooiIiDyDlIgQEREREZFHFhcXx8KFCzEYDKxZswZ3d3c6dOhAUFAQlSpV0hEvIs+g8PBwZs2aRUhICDt27MDPz49u3boRHBxM4cKFMzo8EREReYYoESEiIiIiIg9t165dhISEMGPGDMLDw6lRowbBwcG0adMGNze3jA5PRB6TvXv3EhISwvTp07lx4wZVq1YlKCiIdu3a4e7untHhiYiIyFNOiQgREREREXkgN27cYObMmRgMBvbs2YO/vz/du3enZ8+eFCxYMKPDE5F0FB8fz+LFizEYDKxevRpXV1fatWtHcHAwVatW1e4nERERuSslIkREREREJE1ms5k1a9YQEhLCwoULMZlMNGnShODgYBo2bKjC0yIvoHPnzjF58mQmTZrEmTNnKFSokLXAdbZs2TI6PBEREXmKKBEhIiIiIiL3dPbsWesXjWfPnqVw4cIEBwfTtWtXsmbNmtHhichTwGw2s27dOkJCQpg/fz5Go5HGjRsTHBxMo0aNVOBaRERElIgQEREREZHk4uLiWLRoESEhIfzxxx+4ubnRvn17goODqVy5so5eEZF7unnzJjNnziQkJIRdu3aRLVs2unXrRlBQEIUKFcro8ERERCSDKBEhIiIiIiIA7NmzB4PBwIwZM7h58ybVqlUjODiYtm3bkilTpowOT0SeMXv27LEWuNb/poiIiLzYlIgQEREREXmB/ffp5axZs9K9e3c9vSwij412WYmIiIgSESIiIiIiL5jb57kbDAYWLFiA0WikSZMmBAUF6Tx3EUlX/607U6RIEYKCglR3RkRE5DmnRISIiIiIyAvi3Llz1i8Az5w5Q6FChQgKCqJbt25ky5Yto8MTkReI2Wxm7dq11oSo2WxOlhC1t7fP6BBFRETkMVIiQkRERETkORYfH8/ixYsxGAysXr0aV1dX2rVrR3BwMFWrVtWRKCKS4W7cuMHMmTMxGAzs2bMHf39/unfvTs+ePSlYsGBGhyciIiKPgRIRIiIiIiLPoX379mEwGJg+fTo3btygatWqBAUF0a5dO9zd3TM6PBGRu9q9ezcGg4EZM2YQHh5OjRo1CA4Opk2bNri5uWV0eCIiIvKQlIgQEREREXlOhIeHM2vWLAwGAzt37sTPz8/6VHGRIkUyOjwRkfsWGxvLokWLMBgMrFmzBnd3dzp06EBQUBCVKlXSbi4REZFnjBIRIiIiIiLPMLPZzIYNGzAYDMyfP5/ExEReeeUVgoODeeWVV1R4WkSeeWfOnGHSpElMmjSJ8+fPU7RoUWuBaz8/v4wOT0RERO6DEhEiIiIiIs+g8+fPM2XKFCZNmsSpU6coWLCgtfC0v79/RocnIvLYmUwm1qxZg8FgYNGiRZjNZpo2bUpwcDANGjRQgWsREZGnmBIRIiIiIiLPiPj4eJYsWUJISAirVq3CxcXFWni6WrVqOqpERF4Y169fZ8aMGRgMBvbt20dAQADdu3cnKCiI/PnzZ3R4IiIi8h9KRIiIiIiIPOX2799PSEgI06ZN4/r161SuXJng4GDatWuHh4dHRocnIpJhLBYLu3btwmAwMHPmTG7dukXNmjUJCgqiTZs2uLq6ZnSIIiIighIRIiIiIiJPpVu3bjFr1ixCQkLYvn07WbJkoVu3bgQFBVG0aNGMDk9E5KkTGxvLggULCAkJYe3atbi7u9OxY0eCg4OpUKGCdo2JiIhkICUiRERERESeEhaLhQ0bNhASEsK8efOIj4+nUaNGBAcH07hxYxwdHTM6RBGRZ8KpU6eYNGkSkydPJjQ0lGLFihEcHEyXLl3IkiVLRocnIiLywlEiQkREREQkg124cIHJkyczadIkTp48Sf78+QkKCqJ79+4EBARkdHgiIs8sk8nE6tWrCQkJYdGiRQA0a9aM4OBg6tevj52dXcYGKCIi8oJQIkJEREREJAMkJCSwdOlSDAYDq1atwsnJibZt2xIcHEyNGjV0hIiIyGN27do1a4Hr/fv3kz17dnr06EHPnj3Jly9fRocnIiLyXFMiQkRERETkCTp48CAGg4Fp06Zx7do1KlWqRFBQEB06dFDhaRGRJ8BisbBjxw5CQkKYOXMmERER1KpVi+DgYFq1aqUC1yIiIulAiQgRERERkXQWERHB7NmzMRgMbNu2DV9fX7p160bPnj0pXrx4RocnIvLCiomJYcGCBRgMBtavX4+HhwedOnUiKCiI8uXLa3eaiIjIY6JEhIiIiIhIOrBYLGzatAmDwcDcuXOJj4+nYcOGBAUF0bRpUxWeFhF5ypw4cYLJkyczefJkLly4QIkSJQgODqZz5874+vpmdHgiIiLPNCUiREREREQeowsXLjB16lRCQkI4ceIE+fLlIygoiG7dupEjR46MDk9ERNJgMpn4/fffMRgMLFmyBBsbG5o3b05QUBAvv/yyClyLiIg8BCUiREREREQeUUJCAsuXL8dgMLBy5UqcnJxo06aNtfC0ra1tRocoIiIP4erVq0yfPh2DwcDBgwfJkSOHtcB13rx5Mzo8ERGRZ4YSESIiIiIiD+nQoUOEhIQwdepUrl69SoUKFQgODqZDhw54enpmdHgiIvKYWCwWtm/fjsFgYNasWURGRlKnTh2CgoJo1aoVLi4uGR2iiIjIU02JCBERERGRBxAREcGcOXMwGAz89ddf+Pj40LVrV4KCgihRokRGhyciIuksOjqa+fPnYzAY2LhxI15eXtYC12XLllWBaxERkbtQIkJEREREJA0Wi4XNmzcTEhLCnDlziI2NpUGDBgQHB9O0aVOcnJwyOkQREckAx48fZ9KkSUyePJlLly5RqlQpgoKC6Ny5Mz4+PhkdnoiIyFNDiQgRERERkXu4dOkSU6ZMISQkhOPHj5MnTx6CgoLo3r07OXPmzOjwRETkKWE0Glm1ahUhISEsWbIEW1tbWrRoQXBwMHXr1lWBaxEReeEpESEiIiIicofExMRkhacdHBxo3bo1wcHB1KxZU4WnRUQkVVeuXGHatGkYDAYOHz5Mrly5rAWuc+fOndHhiYiIZAglIkREREREgCNHjmAwGJg6dSpXrlyhfPnyBAUF0bFjR7y8vDI6PBERecZYLBb+/vtvDAYDs2fPJjo6mrp16xIUFETLli1xdnbO6BBFRESeGCUiREREROSFFRkZyZw5cwgJCWHLli14e3vTpUsXgoKCKFWqVEaHJyIiz4no6Gjmzp1LSEgImzZtwsvLi86dOxMcHEyZMmUyOjwREZF0p0SEiIiIiLxQLBYLW7ZswWAwMGfOHGJiYqhfvz5BQUE0b95chadFRCRdHTt2jEmTJjFlyhQuXbpE6dKlCQ4OplOnTnh7e2d0eCIiIulCiQgREREReSGEhYUxdepUQkJCOHr0KLlz56Znz5706NGDXLlyZXR4IiLygjEajaxcuZKQkBCWLVuGnZ0dLVu2JCgoiLp166omkYiIPFeUiBARERGR51ZiYiIrV67EYDCwfPly7O3tad26NUFBQdSuXVtf8oiIyFPh8uXL1gLXR44cITAw0JosDwwMzOjwREREHpkSESIiIiLy3Dl69CghISFMnTqVsLAwypYtS3BwMB07diRz5swZHZ6IiMhdWSwWtm7dSkhICL/++ivR0dHUq1eP4OBgmjdvrgLXIiLyzFIiQkRERESeC1FRUcydOxeDwcCff/5J5syZrYWnS5cundHhiYiIPBD9/5qIiDxPlIgQERERkWeWnhwVEZEXwe2dflOmTOHy5cuULVuWoKAgOnXqpJ1+IiLyTFAiQkRERESeOZcvX7YWntZZ2iIi8qJQ7SMREXlWKREhIiIiIs8Eo9HIypUrCQkJYdmyZdjZ2dGyZUuCg4OpU6eOvnwREZEXSlhYGFOnTsVgMHDs2DFy585tTcrnypUro8PDbDYzc+ZMfp09iz27dxMXF5fRIclTxNnZmdJlytC+Q0c6deqk3+NEXgBKRIiIiMhdhYeHs3jxYjZt2kRUVFRGhyPpJFOmTNSoUYPmzZvj5eWV0eHc1bFjx6zHUYSFhVG6dGmCg4Pp1KkT3t7eGR2eiIhIhrJYLGzZsgWDwcCcOXOIiYmhfv36BAUF0bx5c5ycnJ54TGazmddff52ff/6ZCnmzUC2/D66Odthg88RjkaePBQsxCSb+PHGd7aeu0rt3b8aPH69khMhzTokIERERSWHbtm3Ue7k+kRG38MpdHDs3L/3h+ByyYMEUHU74mQO4e3jyx+rfqVixYkaHBUB0dDRz584lJCSETZs24eXlRefOnQkODqZMmTIZHZ6IiMhTKTIykjlz5mAwGNi6dSve3t506dKF4OBgSpYs+cTiWLlyJa+88grfdihLpyp5nti68uyZufU0A2fvYsWKFTRq1CijwxGRdKREhIiIiCQTFRVF9hw5sc9agGJv/ISzd0BGhyTpLO7GRQ6Oew3j5eNcCD1PpkyZMiQOi8XC33//jcFgYPbs2URFRVGvXj2CgoJo2bKlCk+LiIg8gMOHDxMSEsLUqVO5cuUK5cqVIzg4mI4dO6b7Lsjg4GA2LJ/P5kF1sbHRwyxybxaLhWpfrqFW49YYDIaMDkdE0pH2PImIiEgyy5YtI+JWOEX7jFUS4gXh7B1A0T5jibgVzvLly5/4+leuXOGbb76hePHiVKlShVWrVjFw4EBOnz7N6tWr6dixo5IQIiIiD6hIkSKMGjWK0NBQFi5cSEBAAP369cPf358uXbqwbt06zGZzuqx9+OABygV6PXdJiPVHLnP44q37vt5isbBkdyjXo+LTMapnm42NDeUDvThy6GBGhyIi6cw+owMQERGRp8vWrVvxyJ4fF7+ML3IoT46LXy48AvKxdetW2rdvn+7rGY1GVq1ahcFgYOnSpdja2tKyZUu+++476tati52dXbrHICIi8iJwcHCgRYsWtGjRgosXLzJt2jQMBgMzZswgb9681gLXOXLkeGxrJiTE4+x692dft5++TofxmymUzSNFnwULu8/e5NSo5rg6pv6VVcsxG2hdLhddqj7eo592n71B6M0Y63t7WxsalcyO2Wzh3V938U6DIhQJ8LyvuWxsbBjzx1FOX42if/3Cjxxb2K1Y/j51neZlHt+/1dPA2cGW+BgVMxd53ikRISIiIslER0dj75ryD0N5/tm7eaZ7YfITJ05YC09fvHiRUqVK8e2339KpUyd8fHzSdW0REZEXXUBAAB988AHvv/8+mzdvJiQkhC+//JJPPvmE+vXrExwcTNOmTdO1wLWzgx0+mRxpXzEwRZ/RbGb32ZtpJiEAImITcXJI/aCPOiP+4My1KOztbEkwmnijbiHea1SUtYfD6PrzFtycktaJjEvkj/fqUiy7FzO2nubk1Siq5s/C0j2h5Pdzp1HJ7CzYeZ7QGzH8uPYYP607DkAmZ3vm9K1hnWfwvD0s23sBR/t/44pLMPHzhhNM23oagASjGU8XBzYNrn9/H9g/wm7F0mPiVoa3Kf1A4/4r0WTmgzm7WbonlCL+nvzYrSI5vF3va2xcoonmozfwv+YlqFYgy12vee/XXfh5OPNeo6LM/vsMb8/cmeKa7zuVo0Ol3I9yGyLyDFIiQkRERO7i7tvow49tZ9eojmTKXihFn8ViIeLUbupMPImdU+p/zOz4ohXZqrYiR+0uqV4Xe+WcdWeGKSGOtcF5qPLVBjJlLwhA3M0wnDNnu2sse7/vSa6GvfHMVxYbO3ts7R7Prz3G2Cgu/72E7LU6PZb5nhSL2UTU+SPYOjrj5p/vHlelz/EJ0dHRzJ8/H4PBwMaNG/H09KRz584EBQVRtmzZ5+7YBhERkaedjY0NNWrUoEaNGowePZpff/2VkJAQ2rZti4+PD127diU4OJjixYunGHvq1Cl2795N69atH359bLC3u9v//yd9gW+xWNL8/cDWxgZPF4dUr7G3s2Fa72pUK5CFMauPEmc0Wfsq5vVhYb+aAJT/dCUOdklruzk5UDV/Ft5tWISZW8/QqXJuIuMSGb7sANN6V+XlYv4AtB67kSr5fK1JCEhKpPStU4DXahfkZnQCG45epkXZnABcj4rnt/0X6fwQxbsvhccSFLKVr9qWoXSuzA88/k4jVxxiy4mrLHqrJrvO3uDN6dtZ9FbNNMfFJBh5bco29p6/ec9r/j55jelbTzOwQREAWpXLRaMS/x71Gp1gpN7INVTO5/tI9yAizyYlIkREROS+2To64+jug3+Ndin6LGYTEad2p5mEAEiMicDWIfUn7cKPbWPnV+0oN3g+XvnLYeeYVCPA1j7pD8748Ctseb86xfuMwa98o2RjT8wZTmL0LTzzleWQ4R1uHt6KzT9H/VjMZuJvXKRgp6EENupzX/d9mzE2kj3fdifwldcfaNy9nFk+nqjQIxTvMzpFX3z4FbYOqkWZ92bimbd0mnPFXD7N/h/fICr0MI4eWcjX+j0Cqre1zrXzq7ZYzCYSbl3Du1h1Svb7JV0TABaLhW3bthESEsKsWbOIjIykTp06zJgxg5YtW+Li4pJua4uIiMj98/Dw4NVXX+XVV1/l4MGDTJo0ialTp/L9999ToUIFgoOD6dChA56eSccR7dq1i7Zt2zJu3Dj69u37wOslmswkGM3M2HomRZ8FC95ujsQlmnFx/PeYxmNhEbg42uFk/29bXKKJuEQzVyKSjvQxms3ExJtwsLMh0DcTAPa2918a9favRQ7/JEj2ng/HZLHwUqGs9DRspWr+LNYkxOZjVzhyKYIpvaqknAcbYhNMhN2KZdji/dZExLWoeEatPETHSrmJNya/v9RcCo8lOOQvRrQtQ8mcSUmIxbtDee/XXSmuLZjVnWUDat9zLrPZwrQtp/iqbRmKZfeiWHYvpmw+xemrUeTJkinVOAbN3UOBrO4cvHD3GhkJRjPv/rqL/H7u1jZHe1sc7R2t7ydvPsUrJQPI7Zv6WiLyfFIiQkRERB6MjQ02qewuuJ8n2GxsbHBwTf1sXa+CFclasQn7x/am8ud/4JAp+dNfx2Z9ikuWQHxL1/t3bbOZE3O/5MahzZT94Ffib16ixOvjko07OPEdEm5dJVfD3qmu/1/WJETjvmS5Y82HdXHjr5yY8wXZqt79acKj0z7Cr/wr95WEADhkeA//qi3JWmky4ce3cWD8m3gVKI9r1jwc//ULspSpT4H2Q0iIvMGW96tz88hWvItUfeT7+K+rV68yffp0DAYDBw8eJEeOHLz99tv07NmTPHke7xnOIiIi8ngVK1aMr7/+muHDh7N8+XIMBgN9+/ZlwIABtGnThqCgIFq1asWAAQN488038fX1pV27lA+o3I3FYiEu0UzZQG92f/ZKqteazBbijSZr4qHtuE1Exxuxtf33d8zIuET6z9xh3clgsVhINJmpmj8LM1+r/pCfwL9WHbjIKyUDcLS35f1XiuLv6cKpK5Fk93alQl4flr1di0zO/9mRYUlKiNQd+Qc2NnAlMo66I/8Akr6ovx4VT92Rf+Bgb8vv79ZNMwZrEqJdGUrk8LK21yuajT/eSzn+ziOh7uZCeAzhMYnJjlUqE+jN3vM300xEDGxYhEAfNxbvDr1r/w+rj5DD25Wygd537Y9LNPHLhhOsGHjvRImIPN+UiBAREZH7ZjEZMScmcHH9zJR9FgsOmTJjTozDzvHfp92jLhzDzskFW/t/d0CYE+MxJ8YTH34laazZiCk+Bhs7B1z9/j0vuHD3r9jxRUuiL53Eq0B5a3vstfNc37eOch/Ose6QAAg/vo1bJ3dR9v3ZXN35G2dX/kTlz1djY2uHKS6Gw1MGcfPwn1T9auMD7QYwxkay57se5G7yBr6lkv7oCz+xk92jUh7PZOfkxks/pHxC7U43Dm/h3O8TCXipA2ZjYor+q3v+4PrBTVQbtfm+Y4w4tZsy70zFzsmVrBWacPzX4cReOYtr1jx45itLtqotAXB098bZJzuJUTfue+7bjhw5QocOHZg5cyZFixa1tptMJlatWkVISAhLliwBoEWLFnzzzTfUq1dPhadFRESeMY6OjrRs2ZKWLVty8eJFpkyZQkhICNOmTSNfvnz06NGDli1b0qVLF7y9valXL+2HNK5HJ9Dku3XciE7A3dmBTE72RMUbiY5PJKtH8p2SJrOZ/Fndmdwr6aGJvcMaJ+uPN5rI//5i3qpXiAH/HAP0uJUL9OajBXtJNJn5/cAlvvntMJ4uDgxvUxqzxcLo349gZ2tLgWzuTOxZGYA4oxk3J3u2fNSAo2ERdPhxs7Xv7PVo3pm1k3Ufvnxf68cmmGj34ybGdKmQLAkB4OZkn+xIqPsVFWfExdGOLO7O1rZMzvZcvpV2oehAH7d79h2/HEHIppP8/m5dZv195q7XLNh5nrK5vcmVyjwi8nxTIkJERETSZLFYMCfG4ZmvTJpfslvMJsyJ8dajl3Z+1Q5TXDQ2d2yNN8ZGcuDn/v8mESwWzMZEMhepStn3ZgBJyQo7J1cqDfs9RdLAxTcnNb7bga2jE6aEOOuxTZkLVab84PlEXTjGyfkjKPvBHGxs7biy8zeO//o5PsVr4pmvLDtHdqBw12F45CmV5r3/m4R4E9+S/z7B5RFYnMqf/5FywH0kONz881Hxk2WcXjqG2Kvnk/WZEmI5MmUQviVrc233H3gWrIBbtrxpz5m9EOdWh5Dr5SCu71+PMTocj392U+Ss19163bV964i9Fop30Qd7UjA0NJT69evj6elJzpxJRwycPHmSSZMmMXnyZC5cuECJEiUYNWoUnTt3xtdXZ/+KiIg8DwICAhg0aBAffvghmzZtwmAwMHz4cOLi4vD19aVp06asXbuWKlVSHlN0J99MTvz1cUPemrGDAC8XSuX0YtfZm1yPiqdRyQASjGZub3jI6e1G8f98+X6n9Ycv4+3mxIy/zvBG3UJp7gQAcHG0Y/y6Y0zadBKACnl8Ur2+btFsDJm/l3WHw3B2sKNN+VyM7VoBSDpeqkXZnPx96hpfLD1gHROTYCSzW9LvwO7O9jQs6c/PG45b+1uVz5VmnHfG26dWAcauOcqPXSve1z2mxc7WBqf/zONsb0dsoukeI9JmsVh479fdvNuoaKpFr6f+eYp3G6ZP0khEng1KRIiIiEiaEiOvs+3TpiRG3cDexR0750yY4qIwxkXj5JU12bUWsxE3//yUHjAZgJpj9iTrNyfGs/bVAuRp2o+8LQbcc81tnzYh+tLJZDseAP76qL41qWE2JuLonpka3++09sdcOcvuUR3J1bAPcdcvsG9Mb2wdnCjW6zu8Cib98Xh52zJ2jexIwU5DCbhLvQvrvVgs7P6mK4EN+yRLQgDYOjjhkiXnPcem5r+f2Z3OrZpI/I1L2LlkIvL8IY7N/oxCXT/Hv0rLVOcs1PlTtn/eghO/fgE2NpR8YwIObl7Jrtn5ZVtuHNpMib7jU/Sl5saNGzRo0ABbW1sWLlzIokWLCAkJYf369Xh4eNCpUyeCg4MpV66cCk+LiIg8p6Kiojh58iSFChWiS5cu7Ny5kyNHjhAXF8dLL71EQkLCff8eEBNv5FZsIjEJRgD2nLvJrjM3aF42B3O3n6N1+VypJiLGrTnGgAaFWX/kMj+sPsK7jYre89rbetXMT6+a+e8rPkg6SrRmIT/+PnUdn0xO2NraYDJbMFssWCxga5NUD8KGf+/5akQc2TyceXPadnacuQ6QbOdCZFwifu5OvFqrwH3F0KVqHuztbOg16S9+7lEJZ4ekXaYPWyMis6sjEbGJJJrM1iOtouKNZHJ++K8HZ2w9g8VioWf1ez84c/pqFGeuRVGz8L1/BxaR558SESIiIpImRw9fqn+zlQMT+uPs7Y9HnlLcOrmLhMgb+JVvhDkxHhubpD9mXLLkxD2w+D3nurZ/PQ7u3lzYMJPcTd7A9o4Cdneq/PnqFG2ru/pT+fPfcc1691oDNw79ycFf3sbOyQ0HV08885UhT/P++JV/Bds76lr4VWiMe2AxnDJnS/W+bWxsyN3kTc6tnIB3serYu7inev3jcGHddHI17EPBjh8D4JG7JMdmfppqIsJisXB48gcUaDeYHHW7EXFqLwcm9MM5S85kNSaKvz6O0LXTODxlEF4FK+Dskz3NeKKjo2nSpAkXL16kQYMGlCtXjoiICGrVqsW0adNo1aoVrq5pFygXERGRZ9vixYsJDg7G29sbf39//P39adOmDXZ2dmTN+mBfMK8/epk9525yMyaBCnl86FunIG3GbaR1+VyMX3ucV0oG3HPstC2nuBoZR8fKualTJBv1v17Dy8X9KZUz8z3HPIyYBCOhN2Oo4pNUT2HV/ovUOnuD3rXyk2A0E7LpJPFGM353HHN0+lo0/l4ujO1agci4RBp+s5YfOpenWHYvlu25wLerDtMtlS/s76ZDpdw42NnSY+IWDEFVcHOyf+gaEVk8nPH3cmXXmRtUype0e3V/aDhlcj18Ha8FO8+z73w4hQYtBSD+n90Ve8/dZHqfagAs2R1KvWL+1uSHiLyYlIgQERGRB2KKj8EYE4EpPhaAiFN7uHViJ9kqt+Di5rn4V2udaiLi7PJx5G0+gOv713F6yRjytXonxTVmYwI2tnZgY5vmk3VmkxHMJmwdnDAbEyjWezRhfy0CwN7FnbPLf+Tgz29ja++AMSYCe1cPLGYzDm4eyXZS3EuW0vWwsbVj9zddKf32JGvR7EepEZGauBuXyFLm33OW3XOXICH8Mqb4GOyc7v6Ff9S5Q8TfDCN3kzcA8C5WnawVmxK2ZX6yRISTlx/5Wr3DjUObubJjBbkavJpqLEajkYoVK3Lo0CEANmzYwJtvvklQUBD58uV76HsUERGRZ0+XLl3o2LHjY6n99OErxSiW3ZPFu0NZtCuUPedu0qhEAK3HbKRO0ax4ud79QZWle0L5ZOE+Fr5VEyd7O3L5uPFpy1J0/ulPfu1bnWLZvR45Nss//zn69yNULZCF3jULMHHjCRqUCOCHzv/WLAt+KT9/Hr9qPZrpWFgEFovFWgPB3dmBr9uXpfvErfSpmZ+JG08yp291awHuB9G6fC7s7Wzp+vMWprxaBXdnh4eqEQHQpFQA3/x2mOl9qrHr7A12nbnBzz0qAUnJFxtscHG8/xh/6l6RuDuOdvplwwkA+tUrZG1bd+Qy7SoGphgrIi8WJSJERETkgVw/sIGI03tIjArHs0AFcr/Slx1ftiFb1VacWTEev/KN7jk2dO004m9dI3vNDviWqsNfH9cnS5l6KWo17P66K+HHt911t8SdRzNB0vFMbv75qPz5auvxSbcTEQCVPvvN+vPqrv68NGavtabE/fItWRtbOwd2f9ON0m9PwtHT95FqRKTG2dsfU8K/BQPjrodi7+Z1zyQEgMVixhgbmaw2R/ytqzi6e2Mxm9n9TVdK9B1nPY7J1t4RbNP+A/PgwYPWJARAWFgYo0aNYtq0aQQGBjJ9+nQCA/VHpYiIyIviUZMQb8/cwYYjlzkWFkGpnJmJN5rI5eNK6VyZOX45grhEEztO32DJ7lDqFs1m/bL9elQ8I1YcZM62s4zrWjHZ7of2FQM5HhZB89Eb+KJNadrf8YW30Wym689/Yp/Gk/iRcYmYzP+MMZnBwY5BTf59sMZisbBsTyhbTlxNNi4+0USAV9LvaDO2nqZ+cX9rX/Q/x0+5Odrzv0X7qFU4K4cu3sICZHF3fuBEQvMyObC3tWHM6qMMbnrvh37S0r9+YdqM3USJj5YRHW/kwybF8PNI+t34w7l78HRxYFirtOuo3XZ77G0eLg7J2mMTTOw6c4NR7cs8dMwi8nxQIkJEREQeSP42H5ApVzEu/7WYsL8Wc+v0HvzKNWTnl63xLVXnnrUHLm9bxrGZQyk/ZIG1vkKhzp+y++sulH1/Nu6BxazXlvvw17vOkdbRTOnJu1h1CtjZsfvbrpR6exLOmbM9dI2I1GSr0oKT80fi7B2AxWzixJwvyVa5BZC0U8ScmIC9S6ZkY9z882Hv6snBXwaQpVxDos4d5PLfSyj73kxsbG2xc3Lh4M9vU6jzZ0Sc3cetk7soGjQqzVhKlSpFbGwsYWFhXLp0yfoKCwsjMjISFxeXx37/IiIi8vx6r1FRRrQrY90VMH/HOdYeCuP7348QHW9k+cDaXAqPZeyao1wKj6VP7QL8fuASr035m6wezizoV5Oygd4p5v2oWQm83BwZOGsn209d4+sO5QBwsLNl5mvVqfzPMUT3Uv7TlST+k4kwmi04/2fXQrzRTJPSOZLtiAD48/hVPl6w13pNt2p5mbjxBFM2n8JoMlMlfxa+aF2KEjm8WL7vIgt3hfLRgn1cuBnDJ81L8Hqdgg/0+TUulZ3GpdI+WjM13m5O/PZOHf46eZUs7s4UCfC09v33/u5mxyf3fugIkv6N7+TiaMe5b1OvdSYiLwYlIkREROS+HPxlANcPbCD64jE88pTCnBiPS5aceOYpTfSF45gS4gg/voPLfy/Ft1Rd7JyTng5LiLzOyXkjubhpDsVfH5ts90NAjXZEXzzO9s9bULjbF6kWjn4QFmMiFrMJU3wMtg5OScc8/YfZZMQUH4ODq8d9z5u5cBUKdf6Mk/NGUuzVbx9LrP+Vt+W7mBMT2PlVO0zx0fiWqkvBDkn1IsK2LOTsql+o8kXynRh2Tq6U6m/g2MyhHPy5P3ZObhTs+DE+JWoCUKTnCA6HvMfWIXVw8c1Jqf4GXPxy3Vc8zs7O5M6dm9y5cz/W+xQREZEXT/bMyXd4ti6fi9blc2GxWKzHcebycWNku7LWa+oUyconzUvSrmJgqkcGvVm3EC8V9LM+kQ+wPJXCzXe688v1L1qXTtE/sEGRu46rViALaz9IOlLzq7ZJT/zny5KJlmVz4pPJKdm1nSrnplPl3ABExSXikEY9h/TkaG/LS4VUOFpEniwlIkREROS+5Gv1LkV6fGU9+ufSn/O5tm8tpxZ/hyk+hoqfLCf+Zhhnlo0l7sZFAhv14eru1ewf9xqOXlkpP2QBnvlSbsku0H4IDm5eHJo4kPBj2yga/PVd1zfGRgJgTkxIM1ZzYjzmxHj++uhl4sMvWxMR9q4ebOyXlAixmM145ClF+cHzHuhz8CpYAa+CFR5ozL3ka/VuijZbewcKdvqEgp0+SdEX8FJ7Al5qf9e5MheqRKVPV961z9Hdh1L9Qx4tWBEREZF0klpNMHs7W7rfZ4Hnko+5YPXDyOTsQKb7uEZE5EWjRISIiIjcF2ef5NvA/au1xr9a62RPsLlkyUmRniOs1/iUrE2Bjv8joEY77BzvfYxP7iZv4F28BvYu996dYO/izsvTLt1XrCX6/ghAzpd73tf1IiIiIiIiIpJ+Mm4fmIiIiDwXUnuCzdbOnpx1u6eahLjNI3dJXLPmfoyRiYiIiIj868/jVyl/jx2k6THuYWw5cZUaw3+n6OCl/LTu2H2NMZktvD9nF/nfX0yedxfxzuydSUW3/xGy6STFhyyj4mcr2Xzsyl3n2H76OhU/ezL3KCIvJiUiRERE5Kly4/AWNg148KOPHnbcw7hxeAtbPqjB+teLcnblTw809vK2ZewY3jpF+/nVk9jwRgk2D6zEjYObre2bBlRgdVf/ZK8ndZ8iIiIiz5NKeX1Y909Nhycx7kFdi4qn+y9baFE2J8versWCHefZfPzuiYM7jfnjKAdCb7F8YG2Wvl2L3/ZfYvbfZwFYdziMzxbv4+sOZRnXtSIDZ+/kRnR8svGJJjPvzt6F2ZIutyUiAuhoJhEREXnKeBWsSJXha5/YuAeVEHGNvd/1IFej18hWpQX7x72Ge2AJvItWS3PstX3rODDhLTzzlk7RfmzWZ5R4YzyO7j4c+OlNKn66Ekd3b6oMX4vF/O8TbWdX/Eh8eNp/kIqIiIhIcvZ2trjbPfgzuQ867uVRazh7PTpF+5jO5WlQIuCe4xbsOEc2TxcGNiiMjY0NAxsWYdbWM1Qv4Jfqejei4hnfrQKBvknVKeoUycr+0HAApvx5inYVAmn4z7oNiwewct9FOlfJ829cfxzFbFEWQkTSlxIRIiIi8lSxtbPH1sU93cf99dHLxF49l6K9WJ8f8Cvb4J7jLm1ZgFPmrORtMQAbGxvythjIhQ0z00xExFw+zZGpQ8hZrycRp3Yn6wtdMwX/Gm3xK9cQgCxlG3Bl50py1OqM/R33ZIyN4sLGX6n4v6X3fZ8iIiIiL4pDF27x+tRtXI6IpV2FQNYeDqNHjXz0eik/kHTEUv+ZO9jxSSPrmNl/n+HXbWdpXS4XXy0/CMCIdmVoXOrf+mh3G5eaqa9WJfGOo5Fu83V3SnXcwQu3qJo/i/Xo0zK5MvPF0gNprvdZq1LJ3p+8EkXzMjmsc7ZslsvaVybQm60nr1oTESevRPLL+hP80rMSb8/ameZaIiIPS4kIEREReaIizx1i/499iQ+/TED1tlzbt5ac9XqSq34wkHTs0cGf+1Pju+3WMRc3/srFTb+SrWorTs5LKoZduMdXZK3Q2HrN3calpvTAqVhMxhTtjh4+qY6LOneIzEWqWf9A9MxXhhNzvkhzPYdMman06Uqu7vwtRSIi8twhClRtZX3vka8M4Uf+glqdk10XunYqviXr4JIlZ5rriYiIiLxo3p+zi5blcvJysWw0H72Bma9Vo2A2jzTHHb0UwfJ9F1j6di1mbD3N/xbsTZaIeFD+XmnXR7ubqLhECmb79yGUTM4OhN2KfaA5Nh+/wpFLt5jau+o/cxrJ5e16x5z2XL4VZ33/3q+7ebt+YXL5uD1UzCIi90s1IkREROSJOjzpA7JVaUH5QfO4sGEWxXp9i3+1lDUT/isq9AhXdqygwv+WEPBSB47N+N8jxeHs7Y9LlpwpXnZOrqmOM8ZG4pLl36fK7J3dib95Oc31HNy8cHDzvGufKS4q+Zwu7sSHJ5/TYjZz/o/J5Hy5R5priYiIiLyIDl64RdPS2SmW3YtC/h5cuBmLl6tjmuNiEoz80Lk8ebJkomPl3FwIf7Av/x8XOztbnOztrO+dHeyITTDd9/joeCPvzt7FOw2L4JspafeFna1N8jnt/51z5tbTxCWaeLVm/sd0ByIi96YdESIiIvJERZ47QLHe3+Pmn49MOQoRe/0CXgUrpjnOFB9L8d4/4OjpS8BLHTizbOwTiDYlGzt7bO3//YPW1tEJU8Kj/bFqY2uXfE4HJ0zxyee8tm8djh4+eOQu+UhriYiIiDyvcvu6sePMDbzdnDh9NSrZ7oLUFMjqQRZ3ZwAcHqKGxH89bI0IL1cHrkf9W0g6Ki4RB/v7j2fwvD1kz+zK67ULWtsyuzkmnzM+ac6rkXF8teIQc/rWwNbW5r7XEBF5WEpEiIiIyBPlmjUPt07sxNHdm5iwU2QKKJj2IMAtID+Onr4Ayb60f1gPWyPCwc2LhMjr1vfG2Chs7BweKRaHTMnnNMVGYWuffM6wrQvIWrHZI60jIiIi8ryyWCwUzObBR/P38O7snQTVyEex7F73NTaT8+P9euxha0SUzuXNwp3//n66/0I4/p73d8zTpE0n2XD0MqvfrZsssVAqV2Z2nLlOjUJJBa/3h97C39OZtYcvcz0qnmaj1wNgNluITjBS8MMlrH2/Hjm8U98lLCLyoJSIEBERkSfGYrHgFlCQo9M+4pDhXXK+3BP3wGL3Ndb+IQpYp+Zha0R45C1N2NaF1veRZw/g7O3/SLF45CnNreM78ClWwzqnU+Zs1n5zYjxXd/1OvtbvP9I6IiIiIs+rE1ci+fvUNZb0r4WHiwPZM2fcF+kPWyOiQXF/Bs/bzcajl6mSPwvj1hyjVuGsQFKiIDIuEQ8XB2utsts2H7/C0EX7mNa7Kq5O9kTHG7G1scHF0Y6mpbLz/pzddKiUG3tbG2b9dYZhrUpRu0hWquTztc5xKTyW16ZsY3H/mmTzdH74mxcRuQclIkREROSJibl0gvBjf1Ph4yXYu7rj7PPwRQAf1cMmD7KUrc+RKYO5fmAjmQtX4czycfiUqAUk1XEwxkZi7+qR4g/E1PhVbMLhSR8Q8FIHbOzsubBhFoW6fmbtDz+2HQc3D1z9Ah8qZhEREZHnXb4s7vhmcqLVmI1ExCXiYGdDuwqBjGxfNqNDu28+mZz4tEUpOk/4EzcnezxcHPihU3kAQm/GUPGz3zj6ZVM8/1P3wrDhJPFGM+1+3Gxtq5Lfl4X9alK/uD9L91yg6uerAKheMAuNSwVgY2ODm1PyrwXt7GxUtFpE0o0SESIiIvLEuGbLh6OHLzuGt8IYE4GNnQP+NdpStOfIjA7tvjm6+1Cw81B2f90FO2c3HFw9KNZ7NABx1y+weWBFav105J6Fqe8mS5n6XNm2lD/fqwqAd9Ea+JVvbO2/cfhPPPNXeLw3IiIiIvIcmf33GXzdnZjyalVcHO04dPEWXSb8ycfNS+DunHTkZbUCWdjxSaNk4zpUyk2HSrmt73P5uBE2unWya+42Lr10r56XWkWycuJyJJXz+VqTBXeL67ZJvarccz4bGxvGdq1A8Ev5iEkwUTW/710fmMnl4/bE7lFEXkw2FovFktFBiIiIyNOjV69eLNy4h3L/W/bY576wfiaXty2haPA32Dq6EHX+MLu/7kLNcfse+9FL6S32yjmiLx3Hq1Bl7J0fz5Njt07twRQfQ+bCVR5oR8XjsvOzJrR8qTQTJ0584muLiIjI86N82dIUc41gZLsntxvh7LUo3pm9i73nbxKXaCJHZleCauTj1VoFnlgM8nDen7OLgzEe7Ni1J6NDEZF0pB0RIiIi8sRkLlqNsK0L2TqoNqaEOJx9c1Cg/eBnLgkB4OKXCxe/XI91Ts+8pR/rfCIiIiIvikDfTMx786WMDkNERO5BiQgRERF5Ylz9Aik3aG5GhyEiIiIiIiIiT5BtRgcgIiIiIiIiIiIiT4cjlyI4fPFWRochIs8Z7YgQERGR586Nw1s4+HN/any3PaNDuSuL2cSRKYO5tGUBFrMR/6qtKNxjBLZ29pgSYjnw01tc378eWwdHAqq3o0CHj7GxtU11nIiIiIg8GX8ev0r/mTue+uLOS/eEMmnTKRb0+/fIqpZjNrD1xLUU14aNbk1MgpGO4zdzMTyWeKOZQB835r5RA2cHuycZtog8p/RXq4iIiMgTdnrpGCLPHqDi0GVYjInsHNEBj7xlyFG7C2eWj8fW3oGqIzYSH36ZfWN645a9INlrdkx1nIiIiIjIbesOh/HWjB2UzpU5Wfv03tUwmszW94t3h7J4dygA49Ycw9/LhUVv1SQu0Uz9r9ewaNd5OlTK/SRDF5HnlBIRIiIiIg8h7mYYWz+sede+6t/8hUOmzHftA0iMvEHxvj/i6hcIgG+pOkSePQBAxKnd5KjbA2dvf5y9/fEpXoOYy6fTHCciIiIiz4+wW7G89OXqu/b9/XFDMrs53nPs6atRDJ63h57V87H73I1kfW5O/34VaDZb+GXDCb7tWA6AAlndaV8xEBsbG1wc7SiQ1Z2b0QmP4W5ERJSIEBERkXR2/cBGjk77iNhr53HPVZzir/2Aa9Y8AFzZ+RvHZ39O3I2LeOUvR7HXxuCcORubBlTAp2RtLm9dRECtTkRfOEbEqT2UeW8m1/b8wa2TuzDFxxJ17iA+JetQNHgU9i7uacZybd9ajs8aRtyNi/hVaEKR7sOxdXAC4OzKCZxZMR5TXBS+pepSrPdo7Byd7zmXk2cWKn/+x1377F09U42jUJfPkr2PuXSSrJWaAZApeyEubpiBV4HyxN8M4+qeNZR4fVya40REREReRBuPXmbI/L2E3oihWHZPxnSpQJ4smQD4bf9Fhi3Zz8XwWMoFejO2awWyebpQ/tOV1CmclYW7ztOpch6OXY5gz9mbzHytGn8cCmPX2RvEJpg4eCGcOkWy8XWHsrg7O6QZy9rDYXy2OGm9JqWy82Xb0jjZJx1rNGHdcX5ce4yoeCN1i2bjh87lUz3yKIu7M3+8V/eufZ4uqceS2c2R396pw8r9F1MkIu60bO8Fsno4UyGPDwAtyua09h0IDefP41cZ3KR4qmuJiNwvFasWERGRdHXgpzcJeKkD1UZuxi17QU7MGwlAYnQ4+8e9Rp6m/aj+zVYcPHw5vfh76zhTbBQFOnzMuZUTyFGnG+65inF9/3oAru9bR/ZaHan42W/EXTvPiXkj0owj5vJp9nzXk5wNelHx05VEnNrNmeU/AhB98TjHZw+j5BvjqTTsd2Iun+bS5jmpzmdja4dLlpx3fdnY3v+vWDcO/UlU6BH8q7UGIHfTNwk/vpP1rxVm66BaZC3/Ct5Fq6U5TkRERORF9Ma07XSoFMjmIfUpmM2DESsOAhAek0CfyX/Tr14h/vqoAb7uTny36oh1XGSckf81L8GE9cfpXi0vxbJ7suHoFQDWHb5Mp8q5WfVOHc7fiGHE8oNpxnH6ahQ9ftnKqzXz89vA2uw+e4Mf1xwD4PjlCD5bsp+fuldk9bt1OHM1ijnbzqY6n52tDbl83O76srW1SXWsl6sjnq733jFxW8imk/SskS9Fe/8ZO6j/9RrerFuI/FnTfthHROR+KBEhIiIi6crWwRmLKREHt8wUDRpF8T6jAbBzcqP6d9vJWrk5MZfPYIqPIebSSes4/+ptcPXPh6NnFvzKNcTJOwCLyQiAV8EKBFRvh1u2vORu8gZXd61KM46wvxbjnqsYOWp1xi1bXnLU7c7V3b8nxWiftCvCbEzEJUsuKg5dQUDNTo/7o0jBFBfDIcO75G35Do4evgCcnDcSr4IVqTl2P1VHbuLWyV2c+92Q5jgRERGRF5Gzgx1GkwUvV0e+bl+WHzpXAJKOINrxSSNalM3JmWvRxCSYOHkl0jqubcVc5M3iThZ3JxqWCCAgsyuJ/9ROqJjHh3YVA8nr586bdQvy24FLacaxePf/2bvr+CiuLYDjv5W4KySEQLBA0ODu7u5O8VK8ULyUthQpWgoUd3cr7poQ3N0lQDzZbHb3/RFYmpeQBF3kfD+ffF723rkzZ3hlmZkz95575PRyoEUxHzK529G2ZGb+fTnO/OWsCK1Oj7eLDVv6lKN50Ywf+E/i7Vx6GMbNpxFUze2ZqO/nenn4tUE+Jmy/yJm7L0wQnRDiayRLMwkhhBDio8rddSrX14zn1uZp2Kb3w7flz9hnzAMYuLb8V54GbcfGMwsqS1sMep1xnNLM8uX/WiTap4Vzute/O3kQGxqcYhya5w8Jv32OPZ19ATDo4lBZ2gBg5e5NjnZjuLbiN6Ie38IlTzmyt/ol2Yf871Mj4pVLCwZh6ZKODNW6GNseHl5DwSFrMXdwxdzBFZ86vbi+ZhzelTskO04IIYQQ4lv0V6tCjNt6kb92X8HP04GR9fKQJ70TBgOM2niO7ecekjWNHTaWanQGg3HcqyWTLJJYHsnTycr4e1pHK4LDY1KM40FIFOfuhZBt4AYA4nR6Yz2GDC42jG3sz68bz3MrOIJyOdIwqkE+XG0TX+e+8j41IlJj3cm7VM/riSqJ2RWO1ua0K5WZk7efs+rEHfKkT/m6VgghUiKJCCGEEEJ8NDpNFHpdHAUGLkevi+PGmrGcn9mLYr/t5tHhtYReD6TkhBOoLW24u3Mej49tSNV+Y4Lvvv79+X3MHdxSHGPh7IGbfyWyNR8BgEGvQxcbHb+PF4+w98lLkZHb0EaFcWZyR26sm0j21qPevL/3qBEBcHfnPJ6d20eRX7YnXMrJoCc27HViJTb0CfwnQfPGcUIIIYQQ35io2Dji9AZWdC9FnE7P2K0X6Lk4gD0DK7Em8A4nbz8nYEQ1bCzUzD1wnQ2n7qVqv3efRxl/f/AiGje7N9cNe8XT0ZrKOT0YXjcPAHqDgejY+Gu4R6HR5PV24t9iPoRFa/luzlEm/HuRXxvke+P+3qdGRGpsCLrHmMb+Cdq+X3iCXpWzG5djMlcrU1wGSgghUkvuXoUQQgjx0Rj0OoLGNufhodXEhgVjMBiMyyvFxURgMBjQRrwg+PQubqybgOE/b6klJ/RaIA8OrCDy0Q1ubfqLNIVqpDgmbdG6vLh8jKhHN1CamXN3x2zO/9MLgMh7lzg5pikhV46ji4l4GXtcsvt7nxoRzy8c4sqSEfEFsS2siYuJNCZFHH2LcG35rzw8tJo7/87i2qoxuOWvnOI4IYQQQohvjU5voNnfB1kdcIfgCA0GA8Tp468nIzRxGAwGXkTGsuvCIyZsv0QqLzUJvPWc5cdvc+NJOFN3XaZG3nQpjqmb34ujN55x82kEFmols/dfp+eSACB+GaQm0w5y/EYwERotAHG65IN5nxoRKbkdHMG951EUfFmk+hVXOwt6LgngyqMwDl19yqZT96mZinMXQojUkBkRQgghhPho1FZ25Ooyleur/+DC7H5Yp8lIjnbxhaU9SzUm+NRODg8ojV36HHiVb8XdnfPQxaY89d3VvzL39y7m0oJBuOarRKZ6fVMcY50mI7m6TObKkhFEPbmNQ+b85O72NwAuucuSrnwrTk/pRFxUKI5ZC+FTp9d7nXty7myfhV6r4eQfTYxtTtmLUXDwGnK0+4OL837i0sIhGOJiSVOktjGW5MYJIYQQQnxr7CzNmNqqEGO2XKDvskAyutoa3/JvUjgDu84/otTv28nh4UCr4j7MO3iDGK0uhb1C5VweLDlyk0GrTlEpZ1r6Vc2R4piMrrZMaVmQ4evOcPtZJPkzODO9dWEAymZPQ6sSPnSce4ywaC0FfZzpXSX7+538ezh09Sm5vByx/L9lqQZUz8lPq4KoMWEPLrYWjG7knyhZIYQQ70phSO2rh0IIIYT4Jnz33Xes3X+KAsM2mTqUJF1fM47op3eNRa/FhxM4sib1Sudj1qxZpg5FCCGEEF+wgvnzkdM6jDGN85s6lLc2dusF7j6PYnKLgqYO5Zvx44qTnI+yJ+DkKVOHIoT4iGRpJiGEEEIIIYQQQgghhBBCfDSyNJMQQgghviiZ6/czdQhCCCGEEOIr1b+an6lDEEKIr5IkIoQQQgghXnp4eA2X5v9k/FxuxmUTRvPhBI1vRciV4wCkLVaPHG1HmzgiIYQQQohvz5qAOwxcdcr4+cro2qYL5gMqN3oH90OiAehRwZcelXxNHJEQ4nMkiQghhBBCiJcMcVo8SzXGu0onU4fyQfl1GI9eqyH0WiDBZ/aYOhwhhBBCiG9SrE5Pk8IZ6Fgmywfb573nUQRHaPDzdMBcbZoV2Bd3KUGczsCm0/eJ1MSZJAYhxOdPakQIIYQQ4qOLfnqXHa08TB1GqqitHbByS4+VW/oE7SFXTnCof8kkxxj0eo7/XItbW6a/9/ENeh0X5w5gd8es7Orgw4XZfdHrEt7Q6TRRHOxThMcnEhcUT6rPwtEdK7f0mDu6v3d8QgghhBCfmzvPIknbc7Wpw0gVeyszvF1s8HaxSdB+4uYzSvz6b6Lty43eQdqeq40/fZYGGvuGrz1N5XG76LbgOIVHbuXq47D3ik2nN/DjipNk+XE9Pv3W0XdZIHE6vbF/zoHr5Bq8icIjt3LwyhNju6ejNd4uNjjbmL/X8YUQXzeZESGEEEIIkYKwm6c5Pak9SnPLJPvv7V5AXHQY3pU7vPexbm6cQvjtcxQesQlDnJbAP5pin8kfr3ItjdtcXzMeqzQZSVOoZqLxyfUJIYQQQojPz+m7L2g36wiW5qoE7VGxcdx6Fsm5X2tiplQAYK6O3+bQ1afsOP+IY8OqYmdpRs/FAUzZeYXJLQq+cxxTdl7m3L1QNvcphzZOT5O/D+Lv7UzL4j7sufiIkevPML1NEVxsLei+8Djb+pbH2cbi3U9cCPFNkUSEEEIIIb4aR4dUIvrpnUTtOTtPxj1/lXfapy4mitOTOpC+Ujvu71uaqD/mxSOurfydvD/MRqk2e6dj/Jc2/Dm5uk3D2j0DAK55yxN++5yxP/z2ee7unEvRUdsTjU2uTwghhBBCvJ9KY3dx+1lkovYpLQpSJbfnO+0zUhNH+9lHaV86M0uO3krQd+5eCH6eDrjaJn7Yb6FWMq5pfuws468/c3s5su/y43eK4ZXnERr+bl2IDK62AJTPkYaz90IAmH/oBo0LZaDqy/OsmsuTrWce0KKYz3sdUwjx7ZBEhBBCCCFS9PDwGu7tmkehoRsA0EaGsr9HXkpNDMDc3pWQK8e5tGAwkQ+vYeuVnZydJmKbLvkidc8vHub8zJ6UmnDC2LajlQcl/zyOlVt6Qm+c4tL8QUQ9vIZzzpL4dZyImbV9svvM12cBBl3idWnN7V3e4azjKdRqCg3bSNTjm0kmIq4sGoalixcxzx8QcuUEjtkKvfOxAHxbjkzwOerhddIUiS9kaDAYuDCnP45ZCxF6NRB9rAa7DDlT7BNCCCGE+JytCbjDvIM32NCrLAChUbHkGbqZwJ+r42prwfEbwQxadYrrTyLw9bBnUouC+KZN/rrw0NWn9FwSQMDwasa2tD1Xc3xYVbxdbAi6/ZxBq09x7XE4pbK5M7F5Qeytkn+pZEHH4mj/s1TRK6527z4rwEylZFOvstx4GpEoERF0+wUPQ6LxG7SROL2Buvm9+KV+XizUKgr6vL6+fRahYemxW3Qo/X61J0bWz5vg8/UnEdTx9wLg/P1Q6tX2Nvb5Z3DmyPWnkogQQqSa1IgQQgghRIrc/CsRdusc2shQAJ6f249DloKY27ti0Os5Pbkj7gWrUXL8MZx8i3JlycgU9pg8bWQoQWOb45q3PEV/20VcdARXlvyc4jhLZw9jfYf//qgsrN85FqXaHEvnpOtbhFwN4PHxjVg6exD15BbnZvbk0vxB73ys//f8wiEi7l3Co0QDAB4fXU/YjSDM7V2IfHiNk+NacGvztBT7hBBCCCE+Z5VyeXD2fgihUbEA7Lv8hII+LrjaWqDXG/hu7jGq503HsWFVKZrZlZ/XnXmv44VGxdJixiHK50jL7gEVCY/RMiIV+/RwtDLWd/jvj7X5u7/na65W4uFolWTf9SfhFM7kwoaeZVnWpST7Lz9h5p5rCbZZdPgmBUdsxd3OkuZFM75zHP/v4NUnXHoYSoNC8cmHiJg4vJ1fX1PbWqp5HBrzwY4nhPj6yYwIIYQQQqRIbWWHs18Jnp/bT5oitQg+s4c0hWoY+4uO2oGZjQPhdy+ijQoj6tH19zpe8KmdKFRmZKrXF4VCQYbqXTg3/Qdg/HueyYd1f+9iHDLnJ1/fhSgUCrzKtuBA70Kkr9weG4/3eyNNFxPFhdn9yFSvL+b2rgDc27OINIVrkbtbfILBzb8SAb83wqt862T71Fa273eiQgghhBAfkZ2lGSWyuLHv8hNq+3ux5+JjauRNZ+zf2b8CDtZmXLgfSli0lutPIt7reDsvPEKtUtKvag4UCgVdy2ejx6KA9z2ND25Mk/wJPvepkoNZ+6/Ro9LrmceNCnvjbm/JwJVBzN5/7b1nRUD8clH9lp2kb9UcxmWhVEoFFurXNSws1SqiY3XvfSwhxLdDEhFCCCGESJU0hWoSfGY3aYrU4vn5fWRpNAAAhVLJnW0zub9vCVbuGbB09sSgf/ubEp0myvh7zIuHaMOfsbdLdgAMej26mAh0sTGo3lAwGj5OjYjkxDx/gEveCigU8cUDLV3SYW7nQtTj2++diLi0YBCWLunIUK2LsU3z4iGepRsbP9tlzI0hLpaY5/eT7UtpmSwhhBBCCFOrmS8duy8+ora/F/svP2ZgDT8AlEoFM/ZeZenRW3i72JDO0QqdwfDW+4+Kfb1854OQaJ5FaPD9aSMAer2BCE0cMVodlmaqN+3io9SIeBuudhY8+r9ZCBZqFZVzefAsQvPBEhGDVp0inZM1XctlM7Y52ZjzLEJj/Byh0WKmloVWhBCpJ4kIIYQQQqSKW/7KXF8zlvC7F7F0SYeFYxogvtbD/X1LKD56P+YOrjw9tYuwW6mcLm94vcbuf8dYOnlglzEPeb6f8XI7A3HRYSkWg/4YNSKSY+nsiT422vg5LiYSbWQIlk5p32u/d3fO49m5fRT5ZTsK5esbPAsnD/Sxr28+Y4LvgUKBhWOaZPuEEEIIIT53VXJ5MnbrRS4+CCWdkzVpHOKXKzp09SlLjtxi/6BKuNlZsvP8Q06vOpXi/hQKMOhfJyzO3A0x/u7paEWe9I7MaFMEAAMQHq3FTJX8g/WPUSMiOTUm7GFm2yKkc4pfEing5nO8Xv7+z96ruNhaUL9g/NJJ5molSqXivY8598B19l1+zI5+FRLsL6+3EwG3nlHK1x2As/dC8XB48wtCQgjx/yR1KYQQQohUMbN1wsYzC7c2TsG9UE1juy46fmq8NiqUkCvHubJkOKTiLTVLZw80IU+IDr6LThPF9dXjjH2u+SoS8+w+oTeCUJpb8vjEJk6ObY4hhf1+jBoRyUlbtC739y7m2fkDRAff5dK8gdh4ZMHW2w+DXo82MjTFmP/f8wuHuLJkBDk7TUJlYU1cTCS6l8mOtMXqcmvz34ReDyLy0Q0uLRyCa57ymNk4JtsnhBBCCPG5c7IxJ2saWybvuEzNfK+XZYrUaAEIi9Zy/EYwI9adSc2lJh4OVjwOi+Hu80iiYuMYu/WCsa+iX1ruv4gm6M4LrMxUbDp1j2bTD6Z43fYxakQkxzetPf2Xn+TkrecsP36b6Xuu0KZkJgAyuNowdO0ZDl59wrXH4UzbfYVa+eILS+v1BkKjYt/6OvTg1SeMWHeGyS0KYm2hJlITZ1x+qVbedMw7eIOHIdE8DYth6dFblM3+fi/fCCG+LTIjQgghhBCp5l6wBhfn/kiWxq8LMrvkKYdL7rIcG1oZKzdv0pVtybUVv6IJfYqFg9sb92Wdxgfvyt9xYmQdzO1dyFSvLy8uHgLAzMaBfH3mc2n+IM7P7IWtly/5es9Hqfq8Ll1ccpcha5MhXJo3kJhnD7DLkJM8P/yDQqEgOvgeB/sUpuz0S5jZOKR6n3e2z0Kv1XDyjybGNqfsxSg4eA3pyrZAG/6cM1M6Ehv+DCffIvh99ydAsn1CCCGEEF+CGnnT0X95EINr5TK2lcuRlnI50lBp7C68XWxoUcyHXzee42lYDG72b34j38fNlu/KZKH2xH242lnQt2oODl19CoCDtTnzvyvGoNWn6LUkAN+09szvWBx1CjMiPrXhdXLTa0kgDabux8XOgmF1ctOkcAYAKufypEfFCLovOIFWp6dFMR+6l49fSuneiygKj9zG5d9r4WBtnurjzd53HU2cnsbTDhrbimVxZW2PMlTO5cHGU/cpPupfAEpmc6NG3o+/HJUQ4uuhMLxtelQIIYQQX7XvvvuOtftPUWDYJlOH8sk92L+ci/MGoDSLn15fbsbl99rf+X/64PfdeGMNCVMJGt+KkCvHMejicC9Uk1ydJyW5XeDImtQrnY9Zs2Z94giFEEII8TUpmD8fOa3DGNM4f8obf0OWHbvFgBVBWLysQ3FldO2PdqzeSwL5s1n+D34dGnT7OVGxOopncTXuu9zoHdwPiUYbp6dbhWz0r+b3Vvv8ccVJzkfZE3Dy1AeNVQjxefm8XisUQgghhDAh98I1ccpR/IPsSx+nxaNkQ5MnIQD8OoxHr40vLqiy/DjLVAkhhBBCiOTVyudF8SxvnjH8oWh1ehoV9v4o16H+GZwTtS3uUoI4Xfx7zg5Wydd0E0J8uyQRIYQQQgjxktrSBrWlzQfZl1JthvMHSmq8LwtHd1OHIIQQQgjxzbOxUGNj8fEfxZmplJ8k4fGKp6O86CKESNnntfidEEIIIcQXTh+nxaDXJbuNwWBAFxuTqF0T+jTJdiGEEEIIIYQQ4ksmMyKEEEIIIT6gq8tGcn/vEhRKFQa9Dr1Wg8rSJj5BEReLytIGDAb0cbFUmHMrwdiTfzQlS+OfcMtXMUH7+Vl9sXT2JHP9vp/wTIQQQgghxOcsUhPH9wtP8GezAjjZJF+U+mlYDHZWZli+rE8hhBCfmsyIEEIIIcRnJfrpXXa08jB1GO/Mt+UvlJ91nXIzr5C311wcsuSn3IzL5Oo8GcdshSk34zJlp19MlIQAUJqZGwtlayNDONinCLrYGFTmlqjMLT/xmQghhBBCiM+ZjYWaZxEatp9/mOK2Tf4+yIErTxK191kayLitFz5GeEIIkYDMiBBCCCGE+IAMeh0nRtYm9/cz3rjN5YVDsU2fHa/yrYH45ZwUSiUKhZLwW+dQW9mh12pQmluhMrdEoVSCQvly21gUShUKpbzNJoQQQgjxNu48i6TwyG08mtTA1KG8syk7LzP/0A3j58iYOMZuvcDYl8kEP08HFnRMXKfMXK3EUh1//RgSFUvlcbvY/1NlLM1UWJrLdaUQ4uOTRIQQQgghxP/Z29UvyToPBQetxi5DrmTHKpQqzB3ceLBvKY6+RRL1a0Ke8ODAcgr/vMXYFnxqB4+Orgcg+ultQq4cw9mvJNFPb7O3qx86TTQoFNzaNAV9XCwFBq7EIbP/e56lEEIIIYT40kTFxlHX34shtXMn6tt98RET/72UoE2r06NUKFAqFJy9H4KtpZrYOD1WZmoszVSolPF9ALFxelRKBSql4pOcixDi2yKJCCGEEEJ8UmG3znJp/k9E3L2IrXdO/NqPxdbLN8VxIVeOc2nBYCIfXsPWKzs5O03ENl38uGfn9nN54RCig+9i552LXF0mY53GB4CHR9ZybcXvxIYF4+RbmFxd/8LcziXZYxX55V8wJG63cEqTqnNMW6weodcCk+yLenyDtMXrG2OPb7uFdZqMxATfw82/EleWjECvjcGvw3g8itfn8qKhWDh5krFG11QdXwghhBBCfJ78Bm0kTp/4QnPN96XJ5eWY4vhXSYM3UakS9u8495B1QfcAuB0cyfEbwZTM6s6dZ5H4DdpIVGwcCoWCqTsvo4nTs7J7KfJncE79CQkhRCpJIkIIIYQQn4w2Koygsc1JX6k9eXr8w+0t0zj7d3eK/boz2XEGvZ7TkzuSvmIb0pVtye0tf3NlyUjy918MwLnp35OhWhfSFq3D9bV/cm3VGPJ0/5u46AjOz+hJrs6TcchSgEvzf+L2lulkbTI42eNZuaZ/p/Mz6HUY9HrSFKlN2qJ1eHZuf6JtnHyL4uRb9OW2OpRqc8Jvn8M1b3menz+I0twK//5LOfJTOfL0+Oed4hBCCCGE+BadvRfCwJVBXHwQSs50joxtkp/sHvYpjjt+I5hBq05x/UkEvh72TGpREN+08eP2X37M4NWnufc8ipzpHJjSshA+brYArA28y2+bzhEcoaFIJhf+alUYF1uLZI/1b7/yGJJ44SWtg1Wqz3P+oRvG5MJ/xcTqyJrWLkHbzeAIfFxtuPc8isq5PBix7gwxWh3jm+anfkFvhq45jYejFd3KZ0v18YUQ4l1IIkIIIYQQn0zwqZ2obRzIVLc3AJnq9cUhy75UjS06agdmNg6E372INiqMqEfXjX1KM0sMOi1mNk74tR+LQR8HgEKlQqFSodfFYuHoTr4+8zHo9R/+xF56EriNi3MHoDSziK/r8NKB3oUS/W7Q6XDKXpTc3abhkLUgjlkLc3fHXADM7ZzJ13seCpUaw3/uVA0GA/rYaFQW1h/tHIQQQgghvkRh0Vqa/X2QDqUzM6tdUabtvkL3hcfZ9WPFZMfp9Qa+m3uMtiUz0bKYD9N2X+HndWdY0qUkAN0XnqBLuazUzZ+e8dsu8seW80xvU4SIGC0/LD7BlJaFyJ/BmZ9WnWL6nqsMrpX8Mp7pnW3e+1zblMj0xqWZJu+4nKDt3L1QKvil5cCVp1iaqVjapSRlR+/gn3ZF3zsOIYR4G5KIEEIIIcQnE/P8AVZu3sbPZjaOpC1aJ8VxCqWSO9tmcn/fEqzcM2Dp7JmghkPurlO5vmY8tzZPwza9H74tf8Y+Yx5U5lbk7j6d25v/4vKCIThmK4xv61+xds+Q7PHetUZEmkI1cMtfBaVKjS42hrioMCwc3bm6/Fdc81XE6WXNiNjQYMwdXI3jvCu1T7AflYU1li7p2NvVD5W5VYIaETpNNOVmXEJplvzbdkIIIYQQ35Kd5x/iaG1G7yo5AOhbNQcFLqVuiaGd/SvgYG3GhfuhhEVruf4kwthnaaYiTmfA0dqccU3yG5dVUimVqJVKYuP0pHGwZEHH4uiTmurwEbyaEaGN0/MsQkNax9ezKXJ6OiTYtqCPM4UyuTDnQPxLPM625szrWAy1UpnohZdorQ5rc3lUKIT4OOTbRQghhBCfjKWzJzHBd42f42IiOT6iBgUGrsDC0f2N455fPMz9fUsoPno/5g6uPD21i7BbZwDQaaLQ6+IoMHA5el0cN9aM5fzMXhT7bTfaiBdY2LtRaOgGdLExXJz7I5cXDcO/z/xk43yfGhF3ts4g8uF10hatw6UFgykx9iDWaXw4/09vio/ei1JtzpmpnXArUJUMVTu9cT/WaTJSYfZNAKkRIYQQQgiRgvsh0aR3eT3bwNHanLr5U15uU6lUMGPvVZYevYW3iw3pHK3Q/ecB/V+tCjFu60X+2n0FP08HRtbLQ570TliZq5jepjB/7brC4NWnKJzJld8a5CWDq22yx3vfGhHwekZEVGwchX7exurupcjgaktsnJ7x2y6gidNhoVYB0KF0lgRjrc3VeDlZ4zdoI5ZmKqK18TUipuy4TLQ2jsujaxvHCiHEhySJCCGEEEJ8Mq75KnJl8XBubpiMR8mG8UsRGXSYO7glO04XHf9WmjYqlKjHN7iyZDivFtc16HUEjW2OX4fxOPmVwGAwYNDFL80UGxZMwG8NyNtrNrbp/eK3f9mXnHetEQEQfGYPaYvVRaE2Q6GKv9TyLN0ElEpAQVx0OL6tf+XEzzVxzlECuww53/lYQgghhBAiXjpHK+49jzJ+jtTEUf3PPazsXgp3e8s3jjt09SlLjtxi/6BKuNlZsvP8Q06vOgVAVGwccXoDK7qXIk6nZ+zWC/RcHMCegZV4ERmLm50lG3qVJUaro//ykwxde4YFHYsnG+eHqBHxirW5mrYlM9Fn2Un+bJqfPstO8iIyloaFvMma5s21MTK62nJzXF0AqREhhPhklClvIoQQQgjxYZhZ2+PffwlPg7ZzeEBpQq8FkrfnHBQKRbLjXPKUwyV3WY4NrczFuQNIV7YlmpDHaEKforayI1eXqdzcMJFDfYsRHLSDHO3+AMDGMyvZmg/n4tyBHOpbjKiH18nWbNhHO7+Y5w8IvRaAe4GqAGjDn6GLjUahVJGudFMw6Dk+ojqxoU/xqtCG5xcPJRiv18dh0MXF14LQahJMl3/FoNehj4v9aOcghBBCCPElqpjTgxeRsUzecYkHIVFM+PcieoMBN7vkl7OM1GiB+BoTx28EM2LdGWOiQKc30Ozvg6wOuENwhAaDAeNshuCIGOpP3cfui48IiYq/NovTpVyLLL2zDd4uiX/M1W/3iE6nN3Dm7gu+r+BLeLSWoqP+pXgWN7b3K59sEkIIIUxFZkQIIYQQ4pOyz5ibwsM3vbHfyi09lRY+TNCmVJuRu9u0BG0Zq3cx/p6mcE3SFK6Z5P7SV2xL+opt3z3gt2Bm40i+3vMwt3fFVqFEaW7Jnk6+qCzi33DTa2OxcvPCMUtBnHOWSpSAMcTFoddqiHxwlYBRdV/WgXi9zZ1//8Ggj8MxWxHy/vDPJzknIYQQQogvgb2VGUu7lmTgyiAm7bhMnvSOzOlQNMUXXsrlSEu5HGmoNHYX3i42tCjmw68bz/E0LAY3e0umtirEmC0X6LsskIyutoxp7A9A1jT2DK+ThwErgngaHoOfpyN/Nivw0c9TG6fn7L0QKo3dhaO1OWt6lGZZt5K0n32UdSfv4uFoRfkcaRLNsIjT69Hp9RgMBmJ1esxVykR/Njq9AZ3e8NZJESGESA2FIalX7YQQQgjxzfruu+9Yuz+IAsM2mzoU8YkFjqxBvdL+zJo1y9ShCCGEEOILVjB/PnJahzGmcX5Th/LVqThmJw9CohlRNw+NC2cwtuv1BhYevslfuy9z51kUWdPYsWdARdSq+KRC+T92MrBGTjK62lB38j7M1UoUJExExOn1FMnsyqx2RT/pOf244iTno+wJOHnqkx5XCPFpyYwIIYQQQiRgY2NDXFSYqcMQJhAXGYqtbfIFFoUQQgghhOn0q+ZHIR8XXGwTLjmlVCpoUzITrYr7cOZeCDFanTEJAbB7QEXj7xd+q/XJ4hVCiFdkrpUQQgghEihWrBhh968R/eSOqUMRn1DUk9uEPbhOsWLFTB2KEEIIIb5w5uYWxGhTrpcg3l7V3J6JkhD/pVQqyOftRNHMrp8wqvcTo9VjYfHmguJCiK+DJCKEEEIIkUDNmjWxd3DkwozviXn+wNThiE8g5vkDLs7ogb2DIzVq1DB1OEIIIYT4wuXImYvA2yHIauAiJQaDgYDbIWT3y2nqUIQQH5kszSSEEEKIBGxtbdmx/V8qVqrMgZ4FcMyYE5WNU6I1ZAH0BgMGgx6FQhH/k8Q2wjQMGDAY4n8UCiXKJAo1GjCgi3xByK3z2Nk7sHPHdlmaSQghhBDvrWHDhsyZM4elR2/RvJiPqcMRn7GlR29x43EoUxs2NHUoQoiPTIpVCyGEECJJISEhrF+/noMHDxIeHp6gT6PRcPToUR49eoSfnx+5cuVCkcSDbmFaBoOBc+fOceHCBdKmTUvRokWxsEg4ld/Ozo5SpUpRu3ZtHB0dTROoEEIIIb4qer2erl27MnPmTAplcqN4ZmdsLNTy0ooA4l+GidTEcfj6c07ceEqnTp34+++/USpl4RYhvmaSiBBCCCHEWzlw4ABNmzZFq9WyaNEiKleubOqQRAq2b99Oy5YtMTMzY9myZZQqVcrUIQkhhBDiK6fX61m6dCnLli7h9KlTREdHf/RjRkVHE6vRYG1tjbm5+Uc/3tckNjaWqKgozC0ssLay+ujHs7KyIm++fDRt1pxmzZpJEkKIb4AkIoQQQgiRKnq9njFjxjBkyBBKlCjB0qVL8fT0NHVYIpUePHhAs2bNOHToEL/88gsDBgyQGz4hhBBCfBUMBgN9+/ZlwoQJzJo1iw4dOpg6pC/SrFmz6NixI3379mXs2LEy41kI8UFJjQghhBBCpCg4OJjWrVuzdetWBg0axM8//4xaLZcRXxJPT0927drFiBEjGDRoEAcOHGDBggW4urqaOjQhhBBCiPcyZMgQJkyYwNSpUyUJ8R6+++47YmJi6NGjB1ZWVvzyyy+mDkkI8RWRGRFCCCGESNahQ4do2rQp0dHRLFq0iKpVq5o6JPGetm3bRqtWrbC0tGTZsmWUKFHC1CEJIYQQQryTUaNGMXToUMaNG0ffvn1NHc5XYdy4cfTv359Ro0YxePBgU4cjhPhKyHx8IYQQQiTp1VJMZcqUIWPGjJw6dUqSEF+JqlWrEhQURMaMGSlTpgxjxoxBr9ebOiwhhBBCiLcybtw4hg4dyi+//CJJiA+oX79+jBw5kiFDhvDnn3+aOhwhxFdC1lQQQgghRCLPnj2jTZs2bN68mYEDB/LLL7/IUkxfGS8vL/bs2cPQoUMZMGAA+/fvZ/78+bi4uJg6NCGEEEKIFE2dOpX+/fszePBghgwZYupwvjpDhgwhJiaGvn37YmFhQffu3U0dkhDiCydLMwkhhBAigaNHj9K4cWMiIyNZuHAh1atXN3VI4iPbsmULrVq1wsbGhhUrVlC0aFFThySEEEII8Uaviir36dOHcePGSVHlj0SKgAshPiRZmkkIIYQQQPyNxvjx4ylVqhReXl6cOnVKkhDfiOrVq3Pq1Cm8vLwoVaoU48ePR95VEUIIIcTnaNGiRXTq1Ilu3bpJEuIjUygUjB8/nq5du9KxY0cWL15s6pCEEF8wSUQIIYQQghcvXlC3bl369etH79692bdvH+nTpzd1WOITSp8+Pfv27aN3797069ePunXr8uLFC1OHJYQQQghhtHLlStq0aUO7du2YMmWKJCE+AYVCwdSpU2nXrh1t2rRh1apVpg5JCPGFkqWZhBBCiG/c8ePHady4MWFhYcyfP59atWqZOiRhYhs3bqRNmzbY29uzfPlyihQpYuqQhBBCCPGN27BhAw0aNKBx48YsWLAAlUpl6pC+KTqdjtatW7NixQrWrFkj9wxCiLcmMyKEEEKIb5TBYGDixImULFmStGnTEhQUJDcUAoBatWoRFBRE2rRpKVWqFBMnTpSlmoQQQghhMv/++y+NGjWiTp06zJ8/X5IQJqBSqZg/fz516tShYcOGbN++3dQhCSG+MJKIEEIIIb5BL168oH79+vTu3ZsePXqwf/9+MmTIYOqwxGckQ4YM7N+/nx49etC7d2/q168vSzUJIYQQ4pPbs2cPdevWpXLlyixZsgS1Wm3qkL5ZarWaJUuWULlyZerWrcvevXtNHZIQ4gsiSzMJIYQQ35gTJ07QuHFjQkJCmDdvHnXq1DF1SOIzt379etq2bYujoyMrVqygUKFCpg5JCCGEEN+AQ4cOUaVKFYoXL86GDRuwtLQ0dUgCiImJoXbt2hw+fJjt27dTvHhxU4ckhPgCyIwIIYQQ4hthMBiYMmUKJUqUwN3dnaCgIElCiFSpU6cOQUFBuLu7U6JECaZMmSJLNQkhhBDiozpx4gTVqlWjYMGCrFu3TpIQnxFLS0vWrVtHgQIFqFatGgEBAaYOSQjxBZBEhBBCCPENCA0NpVGjRvzwww9069aNAwcOkDFjRlOHJb4gGTNm5MCBA3Tr1o0ffviBRo0aERoaauqwhBBCCPEVOn36NFWqVCFXrlxs3LgRa2trU4ck/o+1tTWbNm0iZ86cVK5cmdOnT5s6JCHEZ06WZhJCCCG+cidPnqRRo0Y8e/aMuXPnUq9ePVOHJL5wa9eupV27dri4uLBy5Ury589v6pCEEEII8ZW4cOECZcqUIUOGDOzatQsHBwdThySSERISQoUKFbh79y579+7Fz8/P1CEJIT5TMiNCCCGE+EoZDAamTZtGsWLFcHJy4uTJk5KEEB9EvXr1OHnyJE5OThQrVoxp06bJUk1CCCGEeG9Xr16lQoUKeHh48O+//0oS4gvg6OjI9u3bSZs2LRUrVuTatWumDkkI8ZmSRIQQQgjxFQoLC6Np06Z0796dTp06cejQITJlymTqsMRXJFOmTBw6dIhOnTrRvXt3mjZtSlhYmKnDEkIIIcQX6ubNm5QvXx5HR0d27tyJi4uLqUMSqeTi4sLOnTtxcHCgfPny3Lp1y9QhCSE+Q7I0kxBCCPGVOXXqFI0aNeLJkyfMnj2bhg0bmjok8ZVbtWoVHTp0wN3dnZUrV5IvXz5ThySEEEKIL8jdu3cpU6YMSqWS/fv34+npaeqQxDt48OABpUuXRq/Xs3//fry8vEwdkhDiMyIzIoQQQoivhMFgYMaMGRQtWhQ7OzsCAwMlCSE+iYYNGxIYGIidnR1FixZlxowZslSTEEIIIVLl4cOHVKhQAb1ez+7duyUJ8QXz9PRk9+7d6PV6KlSowKNHj0wdkhDiMyKJCCGEEOIrEB4eTosWLejSpQsdOnTg8OHDZMmSxdRhiW9IlixZOHz4MO3bt6dLly60aNGC8PBwU4clhBBCiM/Y06dPqVixIlFRUezevRtvb29ThyTek7e3N7t27SIiIoKKFSsSHBxs6pCEEJ8JWZpJCCGE+MKdPn2aRo0a8ejRI/755x+aNGli6pDEN2758uV07NgRDw8PVq5cSZ48eUwdkhBCCCE+M8+fP6d8+fI8evSIffv24evra+qQxAd0+fJlypQpg4eHB7t378bJycnUIQkhTExmRAghhBBfKIPBwD///EPRokWxsbEhMDBQkhDis9CkSRMCAwOxsrKiSJEizJo1S5ZqEkIIIYRRaGgoVatW5d69e+zcuVOSEF8hX19fdu7cyd27d6latSphYWGmDkkIYWKSiBBCCCG+QBEREbRq1YpOnTrRpk0bjhw5QtasWU0dlhBGWbNm5ciRI7Ru3ZqOHTvSqlUrIiIiTB2WEEIIIUwsIiKCGjVqcPXqVXbs2EGuXLlMHZL4SHLlysX27du5fPkyNWrUIDIy0tQhCSFMSJZmEkIIIb4wZ8+epVGjRty/f5+ZM2fSrFkzU4ckRLKWLFlCp06d8PLyYuXKleTOndvUIQkhhBDCBKKjo6lRowYBAQHs2LGDIkWKmDok8QkcO3aMihUrUrhwYTZt2oSVlZWpQxJCmIDMiBBCCCG+EAaDgTlz5lCkSBHMzc0JCAiQJIT4IjRv3pzAwEDMzc0pUqQIc+bMkaWahBBCiG+MRqOhXr16HDt2jM2bN0sS4htSpEgRtmzZwtGjR2nQoAEajcbUIQkhTEASEUIIIcQXIDIykrZt29KhQwdatGjBsWPHZC1d8UXx9fXl6NGjtGjRgg4dOtC2bVuZni+EEEJ8I7RaLY0bN2bv3r1s2LCBUqVKmTok8YmVKlWKDRs2sHv3bpo0aYJWqzV1SEKIT0yWZhJCCCE+c+fPn6dRo0bcuXOH6dOn07JlS1OHJMR7WbRoEZ07dyZDhgysXLmSnDlzmjokIYQQQnwkcXFxNG/enHXr1rF+/XqqVatm6pCECW3ZsoW6detSv359Fi9ejEqlMnVIQohPRGZECCGEEJ+x+fPnU7hwYVQqFQEBAZKEEF+Fli1bEhAQgFKppHDhwsyfP9/UIQkhhBDiI9Dr9bRv3541a9awYsUKSUIIqlevzvLly1m1ahXt27dHr9ebOiQhxCciiQghhBDiMxQVFUX79u1p27YtTZs25dixY2TPnt3UYQnxweTIkYPjx4/TpEkT2rZtS/v27YmKijJ1WEIIIYT4QPR6PZ07d2bx4sUsXryYunXrmjok8ZmoV68eixYtYtGiRXTt2lVqhwnxjVCbOgAhhBBCJHTx4kUaNWrEzZs3mT9/Pq1btzZ1SEJ8FNbW1syZM4cyZcrQtWtXjh8/zsqVK8mRI4epQxNCCCHEezAYDPTs2ZNZs2Yxb948mjRpYuqQxGemadOmaDQa2rZti6WlJRMnTkShUJg6LCHERyQzIoQQQojPyMKFCylYsCAGg4ETJ05IEkJ8E9q0acOJEyfQ6/UUKlSIRYsWmTokIYQQQrwjg8HAgAEDmDp1KjNmzKBNmzamDkl8ptq0acP06dOZPHkyAwcOlJkRQnzlJBEhhBBCfAaio6P57rvvaN26NQ0bNuT48eP4+fmZOiwhPpmcOXNy4sQJGjRoQKtWrejYsSPR0dGmDksIIYQQb2nEiBGMHTuWSZMm0alTJ1OHIz5znTt3ZuLEiYwZM4aff/7Z1OEIIT4iWZpJCCGEMLHLly/TqFEjrl27xpw5c2jXrp2pQxLCJGxsbJg3bx5lypShe/fuHDt2jJUrV+Lr62vq0IQQQgiRCr///jsjR45k9OjR/PDDD6YOR3whevbsSUxMDAMHDsTKyooBAwaYOiQhxEcgMyKEEEIIE1qyZAkFChRAq9Vy/PhxSUKIb55CoaB9+/YcP36c2NhYChYsyNKlS00dlhBCCCFSMHHiRAYNGsSIESPkQbJ4awMGDGD48OEMHDiQSZMmmTocIcRHIIkIIYQQwgSio6Pp3LkzLVq0oF69epw4cYJcuXKZOiwhPhu5c+cmICCAOnXq0Lx5c7p06UJMTIypwxJCCCFEEv7++2969+7NgAEDGDZsmKnDEV+o4cOHM2DAAHr16sWMGTNMHY4Q4gNTGKQSjBBCCPFJXb16lUaNGnH58mWmTp1K+/btUSgUpg5LiM+SwWBg1qxZ9OjRg+zZs7Ny5UqyZs1q6rCEEEII8dLcuXNp3749PXv2ZMKECXJdK96LwWCgV69eTJ48mXnz5kmxcyG+IjIjQgghhPiEli9fTv78+YmOjubYsWN06NBBbtaESIZCoaBjx44cO3aMqKgo8ufPz/LlyxNtJ+/WCCGEEJ/ekiVL6NChA507d5YkhPggFAoFEydOpFOnTrRv355ly5YBEBUVRdmyZbl9+7aJIxRCvCtJRAghhBAfwcmTJ1m4cKHxc0xMDN26daNp06bUqlWLgIAA8uTJY8IIhfiy5M2bl8DAQGrWrEnTpk3p1q2bcamm/fv34+vrS2hoqImjFEIIIb5eL168wNfXl7NnzwKwevVqWrduTevWrZk2bZokIcQHo1Ao+Pvvv2nVqhUtW7Zk7dq1KJVKAgICWLJkianDE0K8I0lECCGEEB+YXq+nTZs2rF69GoBr165RvHhx5syZw4wZM1i8eDF2dnYmjlKIL4+dnR1Llixh+vTpzJkzh+LFi3P9+nWyZMnCnTt3mDx5sqlDFEIIIb5aGzdu5MqVK7i4uLB582aaNWtGo0aNmD17NkqlPF4SH5ZSqWT27Nk0bNiQJk2asHv3bqpWrcratWtNHZoQ4h3JvxRCCCHEB7Z27VrOnTtH//79WblyJfnz5yc8PJyjR4/SqVMneVtMiPegUCjo3LkzR44cITw8nPz583P48GE6derEhAkTCAsLM3WIQgghxFdp3bp1FClShPPnz9OgQQNq1qzJggULUKlUpg5NfKVUKhULFy6kRo0a1K9fn6xZs3LixAnu3btn6tCEEO9AEhFCCCHEB6TX6/n5558pX748S5cupXHjxlSrVo3AwEDy5ctn6vCE+Gr4+/sTGBhIlSpVaNSoEeHh4URFRTFlyhRThyaEEEJ8daKioti2bRt58+alTp06xmtdjUZj6tDEVyoiIgJ3d3dq1KhB9erVKVWqFBMnTkSlUrF+/XpThyeEeAcKg1T2E0IIIT6YNWvW0KBBA3x9fbl58yYTJ06kbdu2hISE4OHhYerwhPhq7Nixg0OHDpE7d27OnTvHr7/+ipOTExqNhjt37mBvb2/qEIUQQoivxvr166lbty7W1tbkz5+fWrVqsWLFCgIDAzlz5gy5c+c2dYjiK7Ro0SJmz57Nvn37MDc3x97enuDgYAoWLMjx48dNHZ4Q4i1JIkIIIYT4QPR6PZkyZeLOnTs4OTlRqFAh7t69y+XLlzEYDDx+/BhXV1dThynEV2HKlCmMGjWKJ0+eAGBtbY1Wq0Wr1dKuXTvmzJlj4giFEEKIr0ft2rXZuHEjDg4OhIWFYWZmRo0aNWjZsiX16tWTpUfFR3X37l2WL1/OokWLOH36NAAajQZzc3MTRyaEeBuSiBBCCCE+kHXr1lGvXj0AbG1tyZs3r/GnaNGi5MmTx8QRCvH1efToEadPn+b06dMEBASwfft28uXLx969e00dmhBCCPHVsLKyIiYmhjJlytC6dWvq16+Po6OjqcMS36CAgAC2bdvGkCFDTB2KEOItSSJCCCGE+EBiY2OZN28e5cuXJ1OmTCiVUopJCCGEEEJ8+Xbu3ImPjw+ZM2c2dShCCCG+UJKIEEIIIYQQnz2DwcDJkye5cuUKWq3W1OGIz4iZmRnZsmUjf/78sjSIEEII8ZkyGAwEBQVx8+ZNuZb7SpmZmeHj44O/v79ck4kkqU0dgBBCfC2CgoKYPn06m7Zs4/mzYCTPK1JDoVDg7OJKzepV6dKlC/7+/qYOSYjPzo4dO+jUqSO3bt02dSjiM5YxYwZmzvyHSpUqmToUIcRbuHDhAvv27SM0NNTUoQgTcHBwoEyZMvj5+Zk6FPERbdq0iR7du3Hrzl1ThyI+gYze6Zny1zRq1qxp6lDEZ0ZmRAghxAewd+9eqlWvgdLWBSf/ali4pANZlkekhl6P5tl9XgRtRR/xjK1bNlO2bFlTRyXEZ+P48eOUKVOGov65+LFrWwrmyYGlhYWpwxKfkRiNhoAzFxnz9zyOBp1j3759FC5c2NRhCSFSEBwcTK1atTh69ChqtRp7e3t5g/YbYzAYCAsLIy4ujqJFi7Jx40ZcXV1NHZb4wPbt20elShUpmdGeziU8yeVhg7lK7pW/RrE6PeceRjL90H0O3Qpnx46dlClTxtRhic+IJCKEEOI9GQwGfDJnIdTcHb8+i1GZW5k6JPEF0sVGc+HPFjhqn3Lj2lW5ERfipXbt2rF/zy5Obl0sCQiRrBiNhvzVWlC6XAXmzp1r6nCEEMkwGAwUKFCAe/fvM/mv6VSqUhVLS0tThyVMICYmhh3/buOH7l3wSpeOwMBAuQ7+yjSoX59LR3eypXNuzCQB8U3Q6vRUn3GWHMUqsWr1alOHIz4j8g0ghBDv6fTp09y+eQOvmj9IEkK8M5W5FV41f+DWjeucPn3a1OEI8dnYunUL9auWSzIJERub/PrCer0ejSY2Vcd59iIUvV6fqm33HA6gabcBqdo2KTv2H+X67Xup2vZFaFiCz5FR0cRoNO987K+ZpYUF9auWY9u2raYORQiRgmPHjhEUFMTseQupVaeuJCG+YZaWltSqU5fZ8xYSFBTE8ePHTR2S+IAMBgNbt26ldk5nSUJ8Q8xUSmrndGbLli2yZLVIQL4FhBDiPV25cgUAu0z5k+zXxyX/EMyg16PXpu6hkjbiOYZUPigLuXCQC1O/S9W2SXlxdi/RT26lLq7IkASfdZoo9NqYdz72t+rVf0Ov/psSQsCzZ89J75kmUXtoeATu+Srgnrc8afJVIE2+CtjnKIl9jpLGz2n8K1CyfrtEY/9ZsoYqLbolaOv6068M/3P6G+PQaGLR6XQAXLlxC3s72yS3i4uLQ6uNS/acZi1dy/gZC5LdBuDoybNkKVmbh0+CjW1j/p5PzbY9UxybkgePn7Jq88733s/nJr1nGoKDn5k6DCFECnbt2oWjoyNlypU3dSjiM1GmXHkcHR3ZufPr+7fpWxYVFUV0TAxejjKr9Vvj5WhBdEwM0dHRpg5FfEakWLUQQryn2Nj4RIPSLPHFVVxUGMd65UOhNgPipxi/ekCvNHv55pdBj6WbN/lHJrzofrhnAU+PbyTPgJXGtqtz+2HtkZWMDX9KMha9VoNCpUahVBH16BpqK7sktzPo4jAYDCjVZm88r4d7F2Jm50zWtmPfuA1A2LUAzo5rSqHRhzB3jH9YeHfTFEKvHiPvwDXJjk2J5sUjwq4ex61w7ffaj0GvI/LeJZTmllinzfxe+/qYXv039Oq/KSFE/Jt0yiRq7jjY2RJyYT8aTSwWFuYA9PvlTwDGDe0DwJ0Hj0iXxi3RWAtzc6wsX39nazSxHDgexPhhfd8YR812PTlw7CQqlQqdTodSqWTx2sRv3ut0OlrWr8GsscMA+HPmQibOWpzgbd/Y2Fi0cXHsPBj/1qdWqyUsIpJnZ/cm2NeSdVtpVLMSv06exba9h1EqlYSGhROn05GtdF3j2PVzJpAnR7Y3xv7/Hjx+SuMuPzJhRL9Uj0lOrxFjcXFyZGjPjsa2Kzdu0++XCRwLOkvG9J6M/qkn5YoXTHFfR0+eZfCYqZy5eIVcvlmYOKI/ef1en5vBYKBRl/7UrlSW1g0TF0BUKpXy5p0QX4CQkBDc3NxRqVSmDkV8JlQqFW5u7oSEhJg6FPEBvfo3WalMermtE3fCaDH/PNncrZMaTdC9CK4NLYaVefLfFQ1nn6FeXndaFEyb7HZ3XsTg7RR/TRaj1ZN55GH29shP1pfHfxSmIa194vt6g8FA+yUX6VQ8Hf5edqiVCtSqD7OEWIQmjo3ngmlWIPnYPzc6vYFLjyOxNFOR2TXxyhCv/j9P7Yxj8W2QRIQQQnxEamt7Ssy8gV6rMT5kvr4k/uFU5uYjAYh5dg8LJ49EY5VmFijNXz+40ms1hF4+Submv7zxeOfGNyf08hFQqkCvA4WSx4dXJd5Qr8O9RGN8v5sIwL2t07i3bfrr5AjxMzkMOi0vzu0DwKDTEhcdTonp1xLs6snh1bgVrsPt9X/y4swuUCiJiwrDoI/jeL/CxrE5ey/C1jtnSn9kRpoXj7gwpT1ZWv6a6jFJiQ19wtkxjTHodWjDgnHwK0mObjNRKBREPbzGjaXDCbsWiKVbejI1GY6jX8kU9xkXFcaV2b0JuXAAB9+iZOs4GTMbR0IuHebsHw0Tbe9dpw8Z6vbj+uIhPNg5x9hu6Z6RQn8cfq/zE+Jb9te85QSevcic8SOS7G/XZzjFC+bll37xsx/++4BaoVBgMBgwGAxs3n0AnU6XYJZEeEQkuXNkZcuCKQBsnjcZMzM1er0e7yLVOLBmLpm80xEeEYneYMDh5QwJvV6PTvf6hktvMNCwRiX+HN6X2Fgtyzb8S/O6VVGr1Wg0scxZvp7vmtXDzCzhZfm9h4+Zv3Ijh9fNI1umDEz6WYFKpaLLT7/i6uTIqB+7A/FJlP8fm5z7j57QtNtAJv38IwXy5Ej1uDf5feocpi9cxeAfXs/A02rjqN2+F7UrlWHmmKFs3LGPuh16c2zjArJn8XnjvoKfh1C3Q28Gdm/Hkqm/MX3hKqq06Mb53atxcXJAp9Pxw7AxbNp5gNqVyr537EII03lTkhng6JHD1K1RlRx+ia8bDQYDASeO8yQkAmvrpB5cvla1YjmaNGtOuw4d37hNSEgIXu7OeGfI8MZttFotGo2GOw+fJurr3vk7XFxcGfnbaGPboYMH+HPsH8xfvAxb26Rnz6UkPDycNatW0KZdh3ca/6WSZPK3x0qtxMVGTWN/90R9On18IiKlJARAaIwOC3Xyi76cuB1Gk3lnWdk+NwXS22NpFr/9q4TCk/BYSk86yeQG2ajq55Jg7OgdtwmLicPfy47+665y+FYo6pcP2nV6Aw/DYhlezYdOxdOl6rxfCY+Jo93iC3Qu6fVW495k+sF7XHoSxcT6r1/iiNTo6LP2KjuvPEetVNC+qCcDKr75O+//Dd50HWdrNX3Lvx7zJDyWJnPPoTMYCI6IpUQmR2Y2zS71XUSKJBEhhBAf2f0ds4i4dQbfjpOT7L88swcOWQsbZzkk9aAMg4Fnp3Zg0Os4M6aRsV8XHY5Nej9y918OQK5+S1GozMCg52jPPOQbugUr9wzERUeAQY/a2j7+GHo9Br3OuB+DXo9b4dpkbjEKfVwsT4+uxb1YAxQqNXqthkf7FpO2bKtEMyg0zx/w6MAy/IdvxSptZhStfkOhVHFlTl/M7JzxaTQYeDVT482zL/6f5sVDLk79jiytfsfOJ2+qxyXl5srfcM5XCZ9Gg9FGPCfgp1KEXj6CfZZCnJ/QEhf/qmTrMIFnJ7dxbkIr8v+8HWvPrMnu89qCAcSGPCLfsC08ObqGG0uG49txEg5ZC1Psr4vG7Qx6Pad+qYFjjvjkRvjN0+TstRD7rC/fClbIW4BCvI8KJQsz6I+p1K9WnpoVSyfoOxxwmuOnzjHj98HGtuOnzlGm4XfGBx3WWYvx168/sWDVJv769Sca1axk3PafJWvYtvd1otDcPP47bM+RADJn8CKTd/yN5oJVm1i6fhsH18YXR1YqlYkerikUEB0Tg06np9OAX2hZvzoAOr2e3j+Po32TOsRoNAnqYAwdNw1NbCxp3FwwM1NTq21Pnr0I4ebdB1hbWbD7UPxsisVTf8cnvWeq/rzuP3pCs+4DmTzyR/xzZQdg1eaddB/8e6Jtc2TxYe+qWcnub8GqTRw4HkSdymUTtB88cYrQsAh+G/A9arWajs3rM3/lRv7ddyTZRMSmXfvx8khDr+9aADCsVydmL13LgeMnqVulHL9NnUNkdAxF/XOn6nyFEF8mK0srXN3caNG6TaK+uLg4Ak4cTzEJARAaEoKlRfK1JywsLFAoFFy4etPYNvSnATRu2pzceeOvQS9fukTNqhWTHm9picV/ZrxdvnSJZo3q06Zt+3dOQoSFhdG4fh169n7zLL23MenPcVw4f54Zs+emqu/Zs2dk8Eg4m3DW3AU0bdEy2eM8eviQTh3acujAfmxsbBgyYiSdusQn+E8FnaRkkYSz4rbv2U/xEim/ACS+fgoUxof6STEYDCk+4FYqwN4y+XurQhnsqZHTlS7LL7O9Wz6crBPen/6y7SbeThZU8HUytun1Bv7YeZuDN0JY2jYXD8M0TGnkm2Bcv3VXeRoRS8diqbsee+VVEqJLSS8q+jq/1dikLD/5mN923KJ+3oRJnRFbbxATp2NPj/zcfRFD64UXKJbRntJZnN6wp9cm7r3DvGMP6VMufYL233bcolJ2ZwZVzsjzKC2lJwVy5FYoxX0c3/s8xNdNEhFCCPGROeUsw80Vv+JasAYu/lUS9IVePU749ZNkazfe2BZ+4ySnR9UChRIwcLCDF1nbjOHxweVkbTMGtyJ1jNs+3LOA52d2GT8r1fHLk7y4cBArdx+s3OPfWnh8cBlPjqzBf9gWABRKJYpEb6Ep0MVGg17Pldm9cS8en/Aw6HVcXzyEtGVaoNfGJJg1cWvV7xjiNJg7uKFUm3FufHO0Ec+JeXoHpbkVIRcOAJCj20ws3bxT9ecVn4ToSJZWv2ObMQ8AT49v4Oq8HxNta+2ZlXxDNia7P7tM/rgXrQeAma0zFs7piIt4QdiVY8RFheHTeAgKlRqPcq15dGAZz8/uTjYRoY14wdPjG8g7eAPWHlnIULsPx/sXQaeJQmVhjdrawbjtkyNrsHTzxsG3KAZdHFEPruDgWxSVpU2q/iyEEMnLnsWHXt+1oPfP4ylforCxXafT0WfkeLq0bEgWn9ffPQXz+BF64QDLN25n7bbdrJw+ho079/Mk+DkW5uYMGfsXo/rHzzSIjdVilUSB7H8Wr6Fp7aoM+G0SHZrWRafXkzlj/M3Z3iMB7Dp03DgDA+JvnlUqFdVafk9YRCQARWu3NvYBlKjXDk1sLIfWzsXezpYN2/exbc9hY/ID4OK1m2yePxnfzBmNbXkqNU71m6OvkxADyJfz9Q10tXIlOLZpYaLtzc1STh6XKVaAlvWr02nAqATtz16EkNbdBbX69a2GSqVE9Ya3n43jnofi5fH65lmhUKBUvh7Xsn4NfNJ7Uql51xRjE0J82RQKRYLvkP+XqgeTSiUOjo7JbqNWq437iYiIwMLCguPHj1GpajW0Wq1xO7NUfCdevXKFWtUq0blrdwYPG5Hi9kl5lYTo1acfVavXeKd9/NeiBfMYNvgnmjZPnER4U9+pk4EUL1mKFWvWG9tsbFK+du3Yvg3e3t6cu3ydQwcP0L51C8qWq0A2X19OBgbQpFkLxk+aYtzezi7pJWTFt0WrN6DR6VkS+DiJXgNO1mpi4vRYmb1OMlx9EoWVuRLz/xS/1sTp0cQZeBIev8RtnN5AVKwOM5WSDM6v719/r5WZ+rPOcj04moLer/9e3wuJYffVFyxvlytBUe0Td8IIvBfOkja52HbxGTMP3effbv6olAqiYnUM2nSdwzdC2ftD/reaDRAeE0e7JRfpVsqL8tnikxCBd8NoueB8om2tzVUE9i+cqP2/Dt8MYc7RBzTNn4ZY3etrQ73egFZvYGpDX+ws1Xg7WZLPy5ZzDyNTTEQsP/mYo7fCqJbDJVGfv5cd9fLEJyydrc1I52DBi6jka6QJAZKIEEKIj87aMyteVbtwffEQHP1KGdsNeh3XFw3Bo0JbrNJmMrbb+eSjxMybPD22juCAzfj1mMOzoH+JDQtGYWbOzZW/4dNoEBC/fNJ/EwOvPNy9ALdi9bix7GfSlmkBej1WaeLfQg25eIiQ8/v/r86EAYVSxdkxjdHFRAAQNKJygn0GjayOIU5DvmFbUVvZEXxyK8/P7ELxMvkBEPXgCrn6LcXa4/WD/ICfSqX6QZkxCdH6d2wzvH7j1TlvRfKP3JFo+9TMsvAs//ptuhdn96J5dg+HHCUIOb8fcwd3FKrX/xQqlCoUKcxSiK81YYWdj//LGNRYe2Yj8t4l7DMnLFh+d/MUsrQe/XLcRTDoOTm8ErEvHuHgW5Qsbcdg6fJhpuEK8a3q2aEZm3cd4HlIqLHtyMkzPH76jCE9Ey7HoVKpEqxHrlarcXNxYuqogeTJkZUBv08iT/asNK5VmVitFkvLhImIC1ducCTwNGOG9KJAteYM6tGBqOgYY/+sJWtJ657wZi1GE4uZWs3eVbOIio7BOVcZlk6Nn4EQq9XiX7UZxzctTDCLYuHqTfw64Hv6j5pgbFMqldRs2xOz/zyYu/vw0RvXXP6v6JgYqrfuwZxxIxIkIQBsrK2wsU68rm9qZEiXeFlBgHx+2bh26y6Xr9/CN3NGzl++TuDZi0z/z+yUJMfl8mXcjAU8CX6Ou6szO/Yf5UVoOCULx3/fpnbmhxDiy6aNi18Kaf6c2Yn6DAYDzi4uxMTEYGX1+rvr0sWLWFtbY/GfBHJMTAwxMTE8fvQIiJ9NERkZiZmZGT6Z4q+9/zuLLVtGLwwGA9HR0TRtUBelUslPQ4dTsVLCF4mScvzYUZo2rEe373+g34Cka7mlJCwsjCYN6tKn349UrlrNuN96Nasl2tbG1pYrN+8mu7/9+/by99QptGrbDm2sNtV9gQEnKFasOI4pJHH+KzQ0lHTpvJg8bQYqlYqGjZswdNAAzp45HZ+ICDhB8ZIl32qf4utmMBiIidPj72WX4kN2nd6AJk5vXHqpybxzRMbq+O8lULhGR+81VzB7ucySwQBanYHiPg4sbB2/zJsmTo+1mYp/u+VLlDTwcrTkRL9CWKiVxGj1xmWbimR0YFX73Fx9EsXYXXdY1jYXKqWCfy8+49fttyid2RF/LzuazT/HL9UzkyddyjOhXiUhvi/lRdmsr5MBuTxs2d7NP9H2qbjUI7OrNRs65WXq/rvcDdG8HqtUJFimSac3cOtZDD4uyc8WAyiRyYFG+dzps+5qor42hV9fA+69+oJ7IRpKZHJMOVDxzZNEhBBCfALpqnTi2antxEWGGNvCrgWgDXtKhjoJp10rlCoUytcPyhQqNWb2rmRp8we26f24uWwkNt5+uBepiyFOi9I84QOkyPuXCbt2gkzNfubk0HJ41+4dP9PhpYd7FhiLSr/yqsh1viEb0WmiONwlCzm6/xPfF6fl5JCy5P95R4JZFE8OrsCn0WCuLx3+3+A5N755ggSB5tn9JGZfJKaLjebs2Cb4dpySIAkBoLKwRmWR8hT85JwZ05jQiwfx7TINMxtHbL1zEf34JlEPr2LtkZXIe5eIuHWarP+ZnZJknDHhWLp4JTgntZUdsSEJ3+IJuXAQhVKFQ7YiAEQ9uIpV2sxkbjEKM1tnbiwbwbV5P5Kr75L3Oi8hvkUGg4HYWC3m5mY4OzpwZP38BHUSShby58TmxTjY2aLT6dDGxWFhbp7km2olC72+4Vs+bTSRUTHsPRJArDYuQUFrgJ9GT6Z726as2rSTqmWK42Bna3zgfuXGbbbsOcjZnSsTjImKisbVOf4mU6GALq0aMmXeMmN/l1YNiYvTYW7++jtl7p8/Y2tjnSARAbBp3qREMyJSw8rSkh/aN2P8zAXM+3NkgpkWH0MWH2+G9uxI5eZdyZ87B/uOBlKykD85smZKdlz54oVoXKsSxeu2jV8a6mgAzetWw8nB/qPGK4T4PBgMBmJiYihYqHCKD9l1Oh0ajcaYeKhZtSKREREJkrphYWF0+a6dcTZD/L8dsZQuW441GzYD8XV9VCoVGo2Ga3ceYG5uTs2qlRj28y8ULVYcjUbDzRs3Ehw7MjJ+dptKpUKn0xEXF4ejoxN9+w+gQ6cuxMS8TlDHxcWhUChSnFHwKgnRt/8AKlZ+nfjIm8+fwyeCEm3/pvoa/5Utmy+7Dxxm3B+/c+f27VT3BZ44wZXLl5g+bSqOTk706tufrt17JHssBwcHps96XQctNDSUx48ekSVL/MtJASdOcOTwYQb264NnunQM+3kUDRql7t8w8XV6HhVH7ZmneR6lxc5Cja2FigiNjshYHWnszBNsG6c3kMXVijkt/AA4+WPCxIUmTo/vqCN8X9qLXmXfPAu/1ozT3HgWbUxWvFL171PGh/1anQEnazNO9Ctk7L/9PIbmC87Tqbgn90M1dF52EUszJePrZaWQd/w1yqZzwTRfcI5hVX1o7J/wXvu/DAYDbRZdoFPxdAmSEAAWaiXpnVJOECTl///M3mTVqScolQrjLIzkeDmmHEvjuWc5dCOUaY18cbSSR8wiZfJfiRBCfCQGgwFDXCwKtTlmtk74D9+WoMaCQ7Yi5B+5E7W1PQa9DoNOi0JtkeSDslcPswFyfD8LvSaKkIuH0Ou0CQpaA9xc/guelb7j6fH1OOUuj9raPv6B+4OrRD28xvPTOyk4+mCCMTpNFGZ2L9/iVSjwKN+W+9v/MfZ7lG+LQR+HQvn6Ase301RUljYJExFArr5LEs2ISA2VuRXpqnTm3pa/8O081bjM1IeSvfNUHu5ZyPWFg3DIUgirtJnIULcfZ0Y3xM4nLyEXD2GfrSg26bIlux+FUp1gFgjEFxbX/yfZA/Bw70LSln091d29WH3ci9U3fs7c6jdO9C9KXHQ4aiuZmi7E27h68w6Fa7bC4v8eqEdr4t8AW7h6s7Et7mUi4uqB9aRxTThbwWAwEBUdY5wRcOHqTQaNnsKYwb2I1WoTJCLmrdzAhas3WTzlNyKjo6lVqTQxGg3/7j1MeGQUmthYNsydSLq0CdflfRT8jNw5sjJk7F+s3rILvV5vLGwNEBEZjZXF3/z+0w/GNlubpBOvDTr1S7Bk0q17D1L15wXQoWldzNRqmn3/E4un/GqsR/E+NSKS82PXtnRoWo8Tp86xbe9hhvfunOIYhULBpJ9/ZGD39mzdc4h9xwL56fv27xyDEOLLEhwcTIXSxXkWHIy9gwO2tnZERIQTER5OWo+EM6Li4uLw9c3OstVrAbh2+36Cfo1GQ1pne/r+OJABg4a88ZiRkZFYWFgw7o/fmTppQnzSQqGgacN6GPR6NBoN4yYmrPM2cvgQ/pn+N2ZmZsTGxi8DM23KJGJjYxny0wDMzV9fJ2q1Wtp915HxE6fwJgaDgYZ1a9GjZ+8ESQiIr2GRIWPGN/+hJSOtR9Kz1lLqu379Gi1at6FJsxacOH6MTu3bUKBgIQoXKZrqY0+Z+Cd58uYjr78/MTExPHnymOEjR1G+QiW2btlEx3atKVK0GF7p06e8M/FVcrEx41DvgvRacwUPewvyetoSdC+cZ1FaquZwITZOj/LlfbGXkwW5PN4802Df1Rc4W5uxNPAx3Up6Yf6GotXbuyeebZBu6EG2dc2Hj0vSs0MP3Qihz9qr2JgrsbdU45/Olh/KpKe6n6uxyDVAjZwu5PSwIa198vewCoWCbqW8mHn4PiUyOWBn+ekeyz4Oj2XktpuMrp0lxcLeqTW1oS+LTjxi0KbrFMxgTzqHxMuaCvFfkogQQoiPJPrRdYKGV0700FqvjX9L6vHBFcY2gz4Ogy6OwuNOYO6QsDicwWBAHxttnBEQdf8yN1eMIlOzERjiYlH9Z2mmR/uXEvXgMjm6zUCnicLFvwp6bQwvzuxCFxOJIS6WXH2XYOGU8OZDG/oU2/Q5ubnyN4JPbMRg0Cd4OK7TRHFr9WgyNRlmbHtTnYMLk9qh+E/CJSY4+Tfa/sujTAuUKjUX/+pIjm4zjMtOvU+NiFfMHdzJULcvIZcOERy4lXSVvyN9zR6kLduC8OtBPD+zi4z1+qe4H7WNI9rwZwnadDERCc45LjqC52d2kbnFqP8f/joee1cw6IkNeSyJCCHeUrZMGQi5sD9Re79f/gRg3NA+bxwbHhHJlRu3OXX+MtlK12XM4J7kyOJDv1ETiIiIYsfS6WTO4MXQcdOwsIj//t6+7wh9fh7Pmn/GY2tjja2NNWlcXRg27m/y5fSlWIE89BjyB1sXTU10vBu375GukTvN61ZjRO/OlG3UkWG9OlG5TDGOBZ2lVc+h9OuSuCBrUlbPHPdOMyJead2wJmZmahp27s/yaX9gY231XjUiUuLi5MC2fYepWaEUxQrkSfU4D3dXNu7YR6fm9cnoJcsxCfGtcHNz48zFq3Tu0A7PdOnIX6AgAcePERz8lFp16qHRaIwzATJkyEiefPneuK+d2//FxdWV+XNn07vfjwmSA//1/NkzbO3sGDxsxBvrOly+dCnB5z/GTeCPcfEz1vr0/B4XF1cGDxvByuXL+GvyRPYeOvpW561QKOjT70emTJpAmXLlsbc37SywgNPnjL+n9/Zmx79bWbdmVaoTEefOnmXSn+PYvD2+jp2lpSU37j409nfq0o11a1azaeN6unT7/sMGL75IUbE6QmPiiNLqADh9P5yTd8OpnduNVaee0CCvW7KJiGkH79OzbHr2XX3B1P336FM+8ayI2Dg9KqUCpYIUaznE6QzoDAYs1Eq0OgMT62dj3dmnANhZqpl+6D591l7FTKUgLEaHvaUKvQHsLdUJZlK8SUVfZ9RKBW0WXWB28xzGotnvUyMiJXq9gR9WXaZSdmdq5XJ9r339l7udOX3Ke3PoZghbLwTzXbF0H2zf4uskiQghhPhIrD2yUGLmjUTt15fEP8zP3HzkG8fGRUcQ9fAaEbfPcqJ/YTI1HYG1ZzauLxmGLiaCPD+twco9I7dW/Y7SLP6tg+dn93B98RBy9lqAytIGlaUN5g5u3Fo9GtsMubHPWoir8weQ+8cViY4X/eQWaZw9cC/egIz1f+TUr7XJUK8/zrnLEXY9kEt/dyV9jdTdKPj1nPtOMyJeSVOyCQqVGecntcOvx2xUFtbvXCPCoNdzfmJrfDtPxczGEQClyizBskpmts48P7MLl3yVsc+a8oWjjVd24iJD0Dy7j4VL/IVWxJ3zeFV7XZz2+ant2GbInSCpdGP5SGy9cxlnRYRdCwSFEgtnecgmxKeybMO/tOsznEJ5/ejTqSV1q5QnvWcaug36jbw5svFz3y7G4qixsVrjzIXC/rlYOGkUZYsVBOKXBBnz93wWrNrInpWz8HR3ZffhE1Ru3o0540eQ9WWB7LDwCE5fuEr+XNmB+JoUs8cNp2bbnvRs34yp85ezeMqvuDg5JBFtYu8zI+KVZnWqYqZWU++7PqyaMRZ7O9t3rhGRkjsPHrFozRYOr5uXoD1Go0Gn07/xuMdPnePoybPMGjs8yX4hxNcvKiqS0NAQIqPil0EKDDjBiePHaNi4CUsWLaRp8xbJJiImjh/LgEFD2LV9O+P++J1BQ5P+Prl29QqenvHXc+VLFefmzRvG2hOPHj5k1bqNpPNK3Vv7terUZchPP7J+7Rrq1Kuf8oD/qFq9Bmq1moZ1a7Fs1VqcneOXTXmfGhEfipubO3fu3EnVtpGRkbRr1Zxeffsnm7hwc3Pn4f37b+wX35b910I4fT+CkGgtBb3t6VrSi8Zzz1I/rxszDt2nqt+bH5wvOvGIpxGxNM2fhvJZnaj69ykq+jonqtXQetEFTtwJw1yVOAnx36WZIH55pkwuVmzv7m9cPulVIgJgS5d8xt/TDT1I0I9FjDUlUqtsVifUqvhkxJzmOXC1NX+vGhEp+W3HLZ5Fapn3cnmr96HXxy8vNeU/yzGZqZSo3qJYt/h2SSJCCCE+M0+OrOHyPz2w8/HHq1o3XAtUx8IlHVfn9cfWOycZGww0FljWx8Wito5/a8o+c36yd/0bxxwlgPhi2Hc3TeHRgWXkG7wBc8c0vLhwgLN/NCRbx8lYp80MQFx0OJF3zmObIf5tVYVKjW/HSZwb35x0lTvzYOcscnSbgZltyutIwvvNiHjFvVh9FCo15ye2xu+Huait7N6pRoRCqURpYcWVWb3I3HwkEbfPEn4jiKxtx76O79k9nhxeSb5hWxOM1WtjMOj1iY6rsrDGKVdZbq8bS9Z2f/L06Fp0MZHY+uQzbvPi3F4cshdLMM42fU5urx2DmYMb6HVcXzyENCUavnftCyHEazqdPtn+6uVKcGLzInL5ZknQPnXUQONbtgdPBBEWHsnOA8fo2LweAI72dtSoUIrQ8AjWbtvNtPkr0On0bFkw1VhAee0/4+k8cBQFqjfnu6b1+HN4Xxau3kzxgnmxs42fQabRxHL34WO806Wl/68TKZTXj5t37uNgZ0taNxfs7RLeNOt0eqJjNOj18eeV1IwIgwFjvYzUalijImq1irEzFvBLv24pD3hHIyfMpFX9GmTLlCFB+9jpCzhz4QorZ4xNctyQMX8xoFvbVCdohBBfn107dnAyIIDnz59TtFgxevXtT43KFWjSrAWT/hxPrTr13jh2zqyZPHnymNZt21O5SjVKFilAtRo18c9fING2p08FkTWbLwDmFhbMnD2PSlWqAlCuZDHUbzE7TK/X8+vosfzQvQt+OXORNVvyy33+v4qVq6A2M6NR3VosXbUWd3f396oR8S7u3L5N+9Yt2LH3gPGt8WPHjlIkFbMhDAYDXTt2wMPTk5+GvJ5FffzYUSaOH8eSFauA+GR+YMBxSpUp81HOQXx5fqzojV9aWzacfcr6s085dT+cKtldaDTnHOWyOr2x9sCmc8H8vO0Gq9vnMdZXGF7Nh1YLz7OkTU5y/mcWxbK2uZLcR0pLM31MJTM5oq78emZEWnuLd64RkZyVQY9ZdOIRqzvkRm+ASI0OtUqBhVpJbJyeWJ0eW4vUPx5WKhVYminpveYKP1fPxNkHEQTdC2dMnSwpDxbfPElECCHEJ2bQ65Ltd85Xifw/78QmfY4E7Vla/2F8kz/0yjHiosJ4cW4fHuVaAaC2dsAlX2XiosIIDtjMg52zMej15O6/HEu3+Ldzc/ZcwNU5fTg5tAIeZVuSucUoHh9cjn3WQqit4i/U9FoNmucPsHDx4say4dj5+BP99DYqKzvMHdMkXkZIr0cfG//QHt4wI8JgQB8X+1Z1H9wK10ahVHNv81QyNvwp1eP+X9bWo7k670dODquAhUt6cnw/y/jnAXB77TjcSzTG2iPhhdPdzVOJvHMevx/mJtqnT5OhnB3TmKM/5EaniSRb+z8T1P8IuXiIrO3GJRjjXrwBkfcvc3FqRxRKFe7F6r/XeQkhEovWaFDw5rex7O1sEyUhIOEDnaXrtrFl90GK+OeiYY1KCba7dO0mU+Ys47tm9ejQtG6Ch/92tjYsmfo7KzftQPfy+zAiKppurRuxessufp86h/DISArny0Wfji1Z+894/t13hG17DzNy4kyu375Hl5YNmTCin3GfsVoti9Zs5p8la1CpVNRq1ytR7JWadaFEoXzMn/DmWXZJqVulHHWrlHurMW8ya+ywt2of2rNjsvvbvuTvZPt3pNAvhPjyDfv5F3LnycvqlctZtWI5gQEnqFm7DtUrlady1ao4OTklOW7t6lX81L8v23btNdZXGD32T+rXrsGGzf+SO2/eBNtv27KZxs2aAxATHU2nDm0TzIjQvqwBkZKF8+cyYuhgdu07RINGjalasSyz5y+ibLnyb3XeZcuVR61W0+jlzAgPT893rhHxLtJ7e/P06RNGDBlE3QYNWb9mNSeOHeWv6fG142JjY9FoNNjZJV5WdPSvv3Ds6GF27j1IVFQUAObm5uTwy8mBfXv4a8okihQtxpx/ZhAWFkb9hlKs+lvXZ+0V9l8L4eqTKPKks0UTp8fbyZJ86ey4+jSamDgdAXfD2HgumArZnLA2VwHwPFLLmF23WRn0hCkNsyWY/dDYPw3XnkZTf/ZZfqmRKdnC0W9Dq9OjNxiIjtVhrlaiSmKaQpzOQJRWh/1b1H0omtGBEdUzMXbXHcbXy5rygHfwz+EHhGt0VJ52ytjWyN+difWzsfbMU2YdecCOJOpnJOeP2ln4cf01Kk4NIr2jBf80y4H3R0iiiK+PJCKEEOIT08fGJLsupdrKDvX/JSGABMsJPTm8muend2CXuQBuhWsn2C7q4VXub/8Hj7ItSVu2ZYKH/2orW3J0n8nTY+uNCRGdJgrPiu15emIjdzZMRBcTgX3m/HhV64pDrwW8OLOb52d2c2ftOKKf3MSjfFuytPz19fnExfL40Eoe7lmAQqXi3PgWiWI/M7o+9tmKkL3zX6n/gwJcC1bHtWD1txrz/8zsXPDrMfuN/b7fTUyyPUPdfkm2A1i5Z6TAr3sJvXIMqzQ+WLlnTNBf5M/AJMf5NBqET6NBKcYshHg3038f/N77+OvXNycIi/jnJnDrkmTHN6r5OnkxoFtbIH4mRLECefBM45Zo21fbR0XHYDAYEvRHXT0CIAWbhRDfjK4d27Nr53YuXbyAf4ECaGJiyJjRhwIFC3H50kWio6M5duQIa1atpEq16tjYxM84Cw4O5pcRQ1m8YD6z5y9KMPuhRes2XL50kcrlSzNuwmRatI6vy3P82FFOHD/GnAWLARLVdoiNjSUkJIRDB/Ybl+37fyEvQli2eBFm5uaMHjMe7wwZGD9xCjbWNtSuVpmatesy8tffyZI19Q8YS5YqzR/jJ/DLiKFMm/nma9iPQaFQsHjZKrp26sCUSRPI4ZeT9Vv+Nca/YtkS/po8iSMBiWdp/DV5IiEhIeTIktHY9tOQYQweNoJFy1fR6/tuDBs0kAKFCrPl313G5afEt6tv+Qz8Xut14eQ1p5+w58oLJu29S2Ssjo2d8vIoLJa/DtzjYZiGTsXTsePyc7qtuIS7rTmrOuTG3ytxUmxQ5Yw4Wqnpt+4qAXfCGFMn6b9/4TFxQHz9iJTExhnQxOmpNC2IJ+FaVC9vze0tVfiPOQaA3gB5PG1Z2T73W/05FPK2p5D3h6kN07d8hkRtSRXpfqVJ/jQ0yZ98smZi/cSzu5xtzJjVPPEzCyFSojD8/x2PEEKIt7Jo0SJatWpFiZk3jfUavkR6rQZtxAssnNK+cRudJv7tJllO6OPQazUc6uTDwoULadmypanDEeKzoFarmTiiHx2bv9162+Lb9M+SNfQaMY64uDhThyKESEa/fv3YtGkzgWcvJGi/d/cubu7uWFjEX1MvX7KY7f9uw8vLi4jICEaP/ZMH9+/z57g/yJo1G9/37M3WzZto27IZaT08mD1/EQULJV3UdcK4MYwYOphWbdsx9e+ZbN+2lQXz5rJoWeL6aQAvXrwga4Z02NrZ0blr9wTLDb1SskhBHJ2cmLNgMe7u7gn6Dh86yPKlixk3YTJmb7HE07esQG4/ataswbhx41LeWHwRIiIisLOzY1pjX+rkdkt5APHLfL3pxb04nYElgY9o5O+OlZkq2f2cfRCBnaWKjM6fftklAevPPqXbisuEh4dja/vmYuPi2yIzIoQQQgCgNLNINgkBkoAQQgghhBAfj1f6hIWhmzRvQZPmLRI8mMyQMSOTpr5eoq1Slar8+sdYWrRqY1xWKSm9+/1IuQoVsbePrz9TuWo1Klau8sbtnZycePwiHJXqzQ87V67dgJu7e5IzJoqXKEnxEiXfOFYIkbRkVw9QKWhd2CNV+8ntKQ+/hfjcSCJCCCGEEEIIIYQQn61kH0yq1XzXqUuq9pPPP3+CzykVfU4uCQHg4emZquMKIYQQApL/V1cIIYT4CkTev0zkvUumDkMI8RXZdzSQbKXrfrJx72L/sZPkrdyEdAUrM2l28rUtknLjzn2ccpY2fn767AXVW/fAOVcZfIrV4M+ZC1PVJ4QQX6r9+/bil9Xnk417Fwf27yN/bj+8PdyYMvHPVI0xGAykc3PC1lxp/Pnjt1EfOVIhPr3DN0MoMv7EJxv3Lo7cDKXMpEBy/X6UGYfup3rcvGMPyDv6GMX+PMHBGyHG9kiNjs7LLpF55GF8Rx3hj523jX1PwmPptOwiOX87SqmJgWw4+/RDnooQKZIZEUII8Y0IuXSYK7N6UXjc8U8y7l2EXDrCtQUD0IY/I33NH/Cq0jlV4x7smsudDRNQWViTte04HP3ip8HrNFGcG98czYuH6LUarNy8yf3jCpRmlhzvVxjNs3sJ9mPh4vVJzlMI8eUrUTAvAZsXfbJxb+vpsxc07NSPnt81p0nNyrTqOYS8ftkoW6xgqvfRY+hoomM0xs+Dx0wlb46szB43nEvXbtGs+0D8c+WgXPGCyfYJIcSXqniJkhwNPP3Jxr2tp0+f0qR+HXr06kOjJs1o27IZefL5U6ZsuWTHXbt6FQdHR85fvWlsS25ZKyG+VIW9HdiZTLHmDz3ubT2L1NJu8QU6l0hHnTxudFtxiVweNpTI5JjsuL1XX/DLtltMa+yLs40ZP6y6zOYu+XC2NmPE1hvExOnY0yM/d1/E0HrhBYpltKd0Fic6LbuEp4M5O7/3J+huOD1WXcHR2ozSmZM/nhAfiiQihBDiG+GQtTD5f9n1yca9rdiwZ1yY3JZ0VTrjXqQul6Z3xdY7F445SiQ77sXZvdxc/gvZu0zDzM6Fy//0IN+wLZjZOnNv6zQsnD3I89Na9NoYgn6uytNj60lTskn8ORn0xv3c2/o3sSGPP/JZCiG+Fmq1Gnu7t197+G3HFa3dmpt3Er8dN3vccGpWLJ3EiHjLNmzDI40bg77vgEKhYFCPDsxbuTHViYjFa7dw/9GTBG0Bpy+weMqveLi74uHuSv7cObh++y7lihdMtk8IIb5UarUae3v7jz6uROEC3Lp5I1H7zDnzqVGr9hvHrVi6mLQengwcPBSFQsHAwUNZMHdOiomIkwEnKFykGI6OjqmOUYgvkVqlwE719o8+33ZclWlB3HkRk6h9Uv1sVM7h8sZxa04/IY2dOb3KpkehUNC7rDfLAh+nmIhYcPwhDf3dqfJy35Wzu7DtwjOa5k+DVm9gakNf7CzVeDtZks/LlnMPI8ngbEXg3TBmNy+Ci40ZHjktWH82mB2XnkkiQnwysjSTEEJ8IxQqNWoru48+7uTwyhzulj3Rz7Ogf5Md9/ToGswd0+BduzdWaTPhXbs3j/YvTfF4D/fMx71EI1zyV8U+ayGc/avwLHArAFYeWcjYcBAKhQKVuRXWabOgjXgBgNrKDrW1A2prB1CoeHxwOd51+qT6PIUQX7ezl66Sv2ozPPJXov+oCeSp1Jhp81cY+5NaYmnBqk1Uat6V2cvW4V24Kt6Fq7Lu3z0JtnnbpZlWzxzHsU0LE/2UL1E42XFnLl6lTNECxnXVC+bNSdC51C1R9+xFKINGT+Hv3wYnaPfLmomZi9cQERnF4YDTBJw+T5miBVLsE0KIz9W5M2colC836dO4MKBfb/xz5eDvv6YY+5NaYmnRgnlUrViOubP/wccrLT5eaVm/dk2Cbd52aaaVazdw+ERQop9yFSomO+7smTOULlv29Xd9ocIEnQxM8XgBAccJDDhOOjcnMqZLw8/DhmAwGFIdrxCfiwuPIik/5SQ5fzvK8C03KD0pkDlHHxj7k1piafnJxzScfYbFAY/IO/oYeUcfY8v54ATbvO3STPNa+rG9m3+in1IpPOC/8CiS4pkcjH+H83nZceZBRIrHu/AokhI+DsbP/i/HKZUKJtbPhp1lfBJFpzdw61kMPi6WPI/SYmmmxMXGzDhOpQRlMjV4hPjQZEaEEEJ8JSLvXuDSjO7EhjzGvUQjXpzZjUeFtqSr2AFIeomlxweX8/jgCtyK1ef2mj8AyNJqNK4Fqxu3edulmXL2mo9BF5eo3czuzW+CxMd/HsfsJYwXYXaZ/Lm56rcUjxdx9wI+ResZP9v55CP0yjHSAu5F6r7e7s45Qi8dJmPDnxLt49HeBTjlLoela/oUjyeE+Db0GPIHjWtVpnr5ElRo2pn1syeSIxUPlS5cuc76f/eyZ8U/zF2xgX6/TKBuleTfTE1OurTu7zQuPCKSHFlex2tva8PDx6lbB/jHXyfSsEZFihXIk6D9535dKVSjBX8vXAnA7wN7kNXHO8U+IYT4XPX8viuNmjSlWvWaVC5fmjUbt5A9h1+K4y6cP8eGdWvZufcg8+fMYkC/3tSpV/+d4/BMl+6dxoWFhZE9Rw7jZzt7ex49fJDMiHjXrl6lWo2adPu+JzdvXKdNy2b45cxFoyZN3ykOIUxl4IZr1MntRkVfJ+rPPsuiVjnJ6m6d4rhLT6LYeuEZ6zrmYWngY4ZvvUn1nK7vHIeHvcU7jYvQ6Mj2n3jtLFQ8Do9NcVy4Roe3k6Xxs+0bxq069QSlUkH5bM7ExukxGGD/9RBKZ3bkSXgse6++YEoj33eKXYh3ITMihBDiK3F1/gDcitQl948rebx/KVnbj8e9WIMUx0Xev8SzwC3kHRS/ZNGNpcPeKw4LJw8sXdMn+lFZJH9BGBcdgaXb60SAysouVUsl6aIjsHR9/bBLbWVH7ItHCba5MrsXQSOq4lW9G9YeWRL0GfR6Huyej2f5tqk4OyHEt+L0xSs0qF6BPDmy4Zc1E3cfPMLJIeVlNiKjYpg1dhiZM6anTaNa3HtomiXf1Co1Fubmxs+WFuZExSReMuD/7T50gkMBpxjZr1uivn6//Em7xrV5eHIHR9bP558la9m0c3+KfUII8bk6c/oU9Ro0InfevOTwy8ndO3dwcnJKcVxUZCQzZs8jc5YstGrbnnt3736CaBNTq9WYW7x+AGppaUlUVFSK49Zu3MKY8RPJ6ONDuQoV6dq9B+vWrP6YoQrxUZx/FEnNXK7k9LAlm7s190M1OFql/M51dKyeifWz4uNiRZP8aXgQqklxzMegUiowV71+NGuhVhKt1SczIp5aqcBcnfy4x+GxjNx2k2FVfbBQK7GzVPN7rcx0X3GJtosuUG7KSZxtzCibJeXvPCE+FJkRIYQQX4nIu+fJ9t1ErNNmxjqdL5pn93HImvzSHQB6TTTZvpuEub0raUo15d6Wvz5BtIkplCoU6tcPzZRmFuhjo1Mep1KhNHs9TpHEOJ+mI7D1ycfNFaNwylkG24yv3/J9cXYPZnYuCdqEECJzhvQcPXkWFycHrt26m6rZEADZs2TE3dUZADOz97/UftcaEU6O9jx9/sL4OTwyCnMzszduDxCj0dBj6GimjhqIjXXCoqUhYeFs23uYJ6d2YWdrg5ODPd1aN2L+yo2ULOz/xr7kYhRCCFPLlDkLx48ewcXVlWvXrpIjFbMhAHyz58DdPX7Gmvl/kr7v6l1rRDg5OxH89PVst/Dw8HeKx83dnYcPEv9bI8TnzsfZksC7YThbq7n5LJqsbqkrup7FzQpX2/i/K+aq91+a6F1rRDhaqXkWqTV+jtDoMEtFPP8/LvL/xun1Bn5YdZlK2Z2plev1TI9G/mmo5ufCpcdRNJl3jr7lvFEpZWkm8elIIkIIIb4Slu4+hF8LxMzWmejHN7D2zJaqcVYeWTC3j784Uarf/0bq5PDKxDy9k6jdt+MkXPyrvHGc2tYJbfhz42ddTAQKVfIPzQDUNo7Ehj/D5r/j/u88zGwc8SzflvDrQTw+sjpB0uHJ0bW4FaqV4nGEEN8Og8FAjiwZ6TtyPN0G/0bXVo3IkyN136l2tjYpb/QWVs8chzYu8XJ37i7OyY4rkCcHyzdsN34+df4ynmnckh1z/NR5bty5T4vvByVoT5OvAqv/GYfBYODJsxfGc3wU/AydXo/BYHhjnxBCfK4MBgPZc/jRv09Pvu/aic7dupM7b95UjbV7hwLWyVm5dgNarTZRu5t78svzFShYiBXLXtdUO30qCE/P5Jd5io6OpkzxIuw7fAwrq/iHtsePHiW9d4Z3iFwI0zEYDGR1s2bY5hv8uP4abYt4kNPDNlVj7SxUHzSWeS39iNMlrrPiapP8/Wy+dLasPfM6mXjuYQRp7VO+J8+bzpbAu2HGGhTnHkbg8Z9xv+24xbNILfNaJE6u2lqoCbgTRhZXK+rmSf7aUIgPTRIRQgjxFTAYDFh7ZuX6kqFcndcfzwrtsPXOmaqx71LAOjnvWiPCLmNenh5ba/wccfscFk4eKR7Pzicf4dcCcfIrBUDk7XNYOKUF4PLMHqSv1dO4HJNSbYZC8XoKq16r4fmp7WSo1z/lExNCfDOu3LjNoYDT7FnxD/Z2tqT3TGOyWN61RkTNCqXpNXwcuw4dp3Th/Pw5cxGVShUFQK/XExYRiYOdrbEuD0DhfDm5uDdhwdXsZepxbNNC0rq54Jc1Ez2Hj6FNw1rcuveAafNXMHZIb5wc7N/YJ4QQn6srly9z+NABduw9iIODA17pTVcr7F1rRFSvWZs+P3zPnl07KVm6DBPHj6VC5crAy+/6sDAcHBwSfNdbWVnhniYNvXt0p1PXbhw+eIAVy5awcduOD3IuQnwq14OjOX47jHUd82BnqSadw7vVafgQ3rVGROXsLgzedIP910MoltGevw/eNy6VpNcbCNfosLdUJfg7DFAzpysDN16nSf40qJUKlp58zMjqmQBYGfSYRScesbpDbvSG+NkSapUCi5dLOUVo4ph28D5/NfJNtF8hPjZJRAghxFcg+tE1wq4cJ++g9ait7LBwebebmQ8hNcmDpLj4V+b6osG8OL8fB99i3Ns6DcdcZYD4Og66mHBUVvaJLpZcC9bg2oKBpCnVBIVSzaMDy8jcfCQAZvauXJndm2zt/yQ27CnBAZvJ2XuhcWzY1ROore2xcpc3wIQQr2X18cbNxYlKzbsQGh6JmVpNy/rVmTpqoKlDSzVXZ0fGDulF3Q69sbW2xsHeln/GDgXgzoNHZC9Tj0dBO3G0f52MtrSwIKOXZ6J9vWpbNPlXeo0YS7fBv6FSqujcogHtGtdOsU8IIT5HWbNlw83NnWoVyxIaGoqZmRnNW7Vm8l/TTR1aqrm6ujJ63J/Ur10DW1tbHBwdmT5rLgB379whZ7ZM3HvyHEdHxwTj/p45m87ftaNS2VJ4Z8jIvEVLKVW6jAnOQIh3l8nFChcbMxrMPku4Jg4zpZKG/u78UTtLyoM/E842Zgyv5kPrheexMVdhb6liQv2sANwP1VD0zwAuDCqKw//VvaiU3ZmN54MpOTEQgJKZHKjuF//i3z+HHxCu0VF52inj9o383ZlYP35274xD9/H3sjXOphDiU5JEhBBCfAWs0mTGzN6FM6MbEBcdhlJlhnuJRmRt84epQ0s1MzsXMjUbwfkJrVBZ2qC2tidbh4kAaJ7f50T/IhT76yJqa4cE45zzVcbxxCYCBpYAwDFHSVwKVAcgQ/0fub5wEKdG1cTMzoXMrX7DPktB49iQS4ex+89nIYQAmL9qE24uTqyaMQ5rK0vOXrpK3Q59+G3A99jbxU/5L1O0AFf2r0swrnXDmrRuWNP4OaOXJzHXjyXYJqlxH0vH5vWpWKooV67fokShfNjaWL8xrjf573Z+2TKxfcnfSW6XXJ8QQnyOFs6fi5u7OyvWrMfK2ppzZ8/QoHYNRv0+BvuXSy+VLlOWC1dvJhjXsnVbWrZua/ycIWNGImITLkWX1LiP5btOXahYqQpXLl+ieMlS2NravjGuV9J7e7Nl+65PEp8QH8vyoMe42poxt6UfVmZKLj6KpPXCCwypnBE7y/jHncV9HDnWt1CCcU3yp6FJ/tezXdM7WXL/l5IJtklq3MfSurAHZbM6ce1pFEUyOGDzctmopOJ6RaFQMKWhLx3uhROl1VEs4+uZT9u7+yd7vL7l5SU8YTqSiBBCiK/A44PLMLNzJecP81BaWBF59yLnJ7TCp/EQ49JLjtmLU3jc8QTj0pRsQpqSTYyfLV3TU2rugwTbJDXuY/Eo1xqnXGWJengNh2xFUFnavDGuVxQKBb6dpuB5owO62CgcfIsZL8JU5lZk6zCBbB0mJDk2Y/0fP86JCCG+aGWKFmD5hn8pUK0Z0RoN3p5pGdW/mzEJ8SXxSe+JT/rEsxyEEOJbV7pMOVYsW0ph/9xER0fjnSEDP//6uzEJ8SXJ6ONDRh8fU4chxCdV3MeRtWeeUmHKSWLi9KRzsOCnyhmMSYgvibeTJd5Olm89Lp/Xh11mWYiP7cv72ymEECIRh+wleHJ0HYFDy6OPjcHCxYuMDQd98PoPn4KlmzeWbt5vPc4uU74PH4wQ4puUyTsd2xb9ZeowhBBCfEQ+mTKx+d+dpg5DCPGOMjhbsqJdblOHIYR4C5KIEEKIr4CVewby/LjC1GEIIYQQQgghhBDiM3PzWTSRGh050tqgUkqRamEaSlMHIIQQQnxOoh/fJOL2WQx6nalDEUJ8Y/YdDSRb6bqmDiNFa7buonLzrgnawiMi6fLTr2QoUo1spesybb4kx4UQ4nN3/do1TgcFodPJda8QyTl8M4Qi40+YOowUbToXTMM5ZxO06fUGOi27SIPZZ2m/5CLlp5wkOCIWgGitjk7LLuI76gi5fz/KyG030esNpghdfCMkESGEEOKthFw6zPF+hU0dxhsZ9DquLhjI4a7ZONQ5E1fn9sOgi0uwjU4TxYkfixIcsPk/4/Rc/KsTZ0bX58KU9gQOKUdsWPCnDl8IIT5rO/Yf5bv+I/n/W9Qew8Zw4/Y99q2ezT9jhjJq8j/MXbHBJDEKIYSp7d+3F7+sn2/NBr1eT8umjalSoQxNG9WjUL7cPHnyBACDwUA6NydszZXGnz9+G2XiiIUQKdl79QW91lwBQ8KrtJWnnvA0QsuxvgU52qcgaezNmX/8IQDTD97HTKlk7w/5WdgqJ1vOB7Mi6LEpwhffCFmaSQghxFfl7uapRN4+R94hmzDoYjk3rhm2mfzxKNPCuM2d9eOxdM+Ia8EaxrYnh1cSG/qEQmOPo1CqODuuKQ93zyND3X6mOA0hhPgoHjx+in+Vpkn2Xdy7BmdHhzeOvX7rLr1GjKVLy4acOHPB2K7RxLJ6y072rZxFRi9PMnp50rZRbTbt3E+7xrU/+DkIIYR4P0sWLeDx40dcvHYLlUpFrWqV+Wf6NAYPG8G1q1dxcHTk/NWbxu2trKxMGK0Q34ZHYRrKTTmZZN/h3gVxsjZ749ibz6IZvOk6bYt4cOpeeII+N1szfqmRCTNV/LvofmlteBEV/6Je0L1w2hTxwMPeAg97C0plduTm85gPdEZCJCaJCCGEEJ8dzYtHBA4um2RfoTFHMLN1euNYbcRzfDv/hZV7BgCccpcn8vY5Y3/EnfM82DUP/xH/JhhnZu9G5pajUKrjL/Bs0/uhjXjxnmcihPhS7Tp0nL4jx3P73kPy5sjG7HHDyZwxPQAbd+xj0B9Tuf/oCYXz5WLO+BF4pnEjW+m6VC5dlBUbt9OuSR0uXr1JwJnzbJg7ia17DnHi1HmiYmI4c+EKVcoU469ff8LezjbFWLbvO8JPo6dw7+Fj6lUrz6QR/bGwMAdg8pylTPhnEeGRUVQtU5xZ44ZhaWHxxn2lcXXm2KaFSfY52tslG4ezkwOH1s1jw/Z9CRIRoeERaLVxpPdMa2xTqpSolDL5WgghPpaHDx5QMG/OJPvOXr6Os7PzG8e6u6dh/ITJmJnFX/fmzpOH58+fAXAy4ASFixTD0dHxg8csxIew/3oIwzZf526IhpxpbZjUIBs+LvHJsn8vPmPUv7d4GKYhf3o7JjfIRlp7C4qMP0HZrE6sP/OUZgXScPVpNEH3wlncOie7rjwn6F4E0Vod5x9GUi6rE2PqZMHOMuVHpnuuvmDUtps8CNNQI6crv9bMjIU6/vpn5uH7TD94nwiNjvLZnJhYPxuWZm++NnKzNWd7N/8k+xxSiMXJ2owtXfKx7eKzRImI8tlefxfcfRHDpnPBTKifDQBfd2uWBjymYHp7HoVp2HXlBVMaZkvxvIV4V3J3IIQQX7AX5/cTMLgMhzpn4tSoWkQ/fv3m0rOT2wj4qSSHOmfmzJjGaF48AuB4v8JcnT+Aw918ubHsZ8792YIj3+ck/MYpbq8bx7k/W3B6dH0Od/Pl4t9diIsOf9PhE3h+dg+BQ8pzuFt2rszpi16rMfbd/3cmx3r7c7hrVi5O64xem/xbFuYObuQfuSPJH7X1m9/WBcjc7GdjEgIg+tF1rNLET403GAxcm/8j9lkKEn49kIg7543bOecpj613LgBigu/y9MRGXPJXTdW5CyG+Pu37DKd1g5qc2bGS7Fl9GDFhBgAvQsNo+cMQ+ndpw/ndq3FzcWL0X3ON48IiIvltYA8mzV5Cx+b1yJMjGzsPHANg+/4jtG1Um8Pr5nH7/kN+frnP5Fy/dZeGXfrTvW0TDq2dS8DpC/z5zyIALl+/xU+jp7Bg0iiOrp/P9dt3Wbh6c7L7U6lUxlkL//+jTCFx4ORgn2SywtXZES+PNGzcuR+AyKho1mzZTYWSn+8yfkKIb8eeXTspkCcnbg42VChdguvXrhn7Nm1Yj3/O7Lg72lKjSkUePngAgF9WH37o3gVPV0d++rEv9WpVxzutK4EBJ/h15Ajq1apOlQpl8XR1pE2LZoSFhaUqlh3/bqOwfx7SuTnRvfN3aDSvr5enTppAlgzpSOtsT+vmTYmJSf562T1NGg6fCEryJ6UkQuWq1ciTLx8At2/dYu3qVdSsXReAgIDjBAYcJ52bExnTpeHnYUMwGGTNePH5+GHVZZrkT8P+ngXI5m7N2F23AQiJjqPrikt8X9qLQ70L4mpjxqR9d43jImJ0DKniw8zDD2hVKC05PWzYdy0EiE8oNM2fhi1d83E3RGPcZ3JuPoum/eILdCjmyeYu+Th1L5y/D94D4NrTKEb9e5NpjX3Z1i0ft55Hs/JU8kseqZQK0jtZJvmjTKG4tKOVGger5JMVY3fdptSkQCr4OlMqsyMA3UunJ/BuGH6/HaX81CCq+blQIpNjiucuxLuSRIQQQnzBLs/sQdqSTSj42wGsPbNxe+0YALSRIVz8uyvpa/Sg0B+HMbd34e7GScZxuuhwfBoP5f6/M/Ao2wob75y8OL8PgBdn95C2VDP8h21FE3yP22vGpBhH9OObXJjcjnSVOuA/bAvhN09xb+vfAEQ9vMqNFb+Qvcvf+A//l5gnt3h8cGWy+1MoVVi6pk/yR/EWb9iGXDxE5P1LuBVrAMDT4+sJvxGEmb0rUQ+vc35CS+5tnZZgzK21YwgYWBLnvBVx8iuV6mMJIb4ulpYWaON0ODvaM+3Xn5g9djgAttbWXDmwjsa1KnHjzj2iomO4cuP1zWrLetXJ6uNNGldnalUqg5dHGrRx8dPfixXIQ8v61cni403fTq3ZuPNAinGs3LyTvDmy0b5JHbL4eNO5ZQM274ofZ24ePysiVqslY3pPDqyZY5KlkJRKJdNHD2b4uL+p910fclVoyIvQMJrVkWSuEML0OrT9H3t3HV9V/QZw/HNj3WMbYxvd3d2KSLeogChdPySlBQQsBGlRpEFKQDqkO0Z3ja4xWOet8/vjwh1zYxt5Bzzv12svd08+F3e+53vO840v+OLLrzh+5gIFChZk9MjhAISFhfFl68/oN3AQp85fxtvbh59/TJwLISoyijE/jWXKxAl06NSFosVLsG3Lv4A5ofDlV+3ZfSCQmzeuM3rkt2nGEXTlCp82b0L3nl+za/9hjgQGMnH8LwBcvHCBoYMGMHfhYvYeOsrVoCv8tWBeqsfTaDRkz5EjxZ+0EstPjB45nBKF8/Nx3XrU/OBDAK5cvkzd+g3Yd/gYc+b/xaw//2D5sqXpOp4Qb4K9Vo3eqODhoGVsozxMfNy638lWzaF+ZWlc1JsboXHE6kwEPYyz7NeipA+5vOzxdrbh44KZ8HOzw2AyAVA2myuflMxMrkwO9Kjqz+YLoWnGseb0QwpncaJVGV9yZXKgbbksbHm8n+3jXhE6o0I2d3vWdS7B56V8Uzvca9e9SgATmuZl7ekQ/r1g7gH1y7YblM3uysmB5dj1dSmO345i9sG7Vo1TvNtkaCYhhHiLqW3tMRkNaJ09yPvVLygm88sujZ0T5cYdRuvoQtS1kxgTYtFFPrLs51P5E9Q2dti4epOpVB0eHtuEYtQD4Jq3LJkrfwJAQL0eXF08gtytR6caR8jhNThnK4zv43kY/D74kvt7lpCtUW/UWvMQISaDDnvvbJT4NvXWuq+KMSGWy3O/IXvjvti6ZgLg/s6/8CrbkAJdpgHgWaIWp8e2xLdGW7QO5uFRstbtgaNvHoIWDsWz+IdkKlH7jcQrhMhY5oz/jjGTZ/LrjAUULZiXX4b2pmSRAiiKwrCx01i/bQ/5c+fAxckJ4+OHWMAyZJJdCsMjBWTJbPndz9ebBw/Tfsi9c/8BJ85dJHMJ8wsig9GIs6N5+IGcWf2YOmYQw3/5jaAbt/moWgV+Hd4P70zPHr7uZeaISE2tKuW5vHc1l6/dpFG73vTu2Dpdw04JIcTr5uDggF6vx8PTkynTZ2B4nBx2dnbm3JXruLm5cezoEWJjYggJeWDZr1WbL7Czt8cnc2YaNGrM2tWr0OvN9eWKlSrT6ou2APTpP4BB3/Tll18nJT/5U1b8vZRixUvwVfuOAHTq2o0Fc+cwcMgwyz1Dr9ORI2dOdu47+Mr/HVLSp/8A8ucvQN9e/6NO3frUa9CQf9ZusKzPkTMn3Xr0ZNXKFXzyacr3DiHetCkt8jN+x02m771NIV8nRtbNRVE/ZxQFfvj3Ov9eCCWvtyPOdhpMpsTePHZa1eP/Jk/U+bnZWn73dbXjYbQ+zTjuRSZw5l4MBb8/AIDBpOBkqwEgm4c9PzfKw09brnP9URw18nowun5uMjk9e56Hl5kjIj2c7DQ0Le5D0MM4lh4LpnaBTPxz8gErOhTDy9kWL2dbelXPyrjtN2lfwe+lziXEs0giQggh3mL5O0/h5qrx3N7wG07ZCpH7s5E45ygGKFxf/j2Pjm/B0S8PGntnMBkt+6lt7JL892l2nomVDjsPX/SRD9OMIyHsHtE3zrC/ewEAFJMBjZ0TAPbe2cj75c9cX/4j8Q+u41G0BrlajbEkB1I+3ovPEfFE0MIh2Hn64/9xV8syXdg9MldpafnsnL0oikFHQuhdtP7mljQaeyd8KjYj7n4QwXuWSCJCiPdQbFw8BqORDfOnYDAYGDXxTzoNGM2RDX+xZM1mDp84y6Xdq3F2cuSPhctZvmFbuo578849y++37wWT2fvZ43c/4e/rQ/0PqvDTkF4AGI0m4h4P13E3OITSRQvQbtVcIqKi+bzHYH6cOptfR/R75vFeZo6ItNjb2XH52k1UKhU928kLKyFExjBz7gJ+GP0dE8f/QpFixfl53K+UKFkKRVEYMXQwG9atIX+Bgji7uGA0JtaX7eztAbB//N+n+Qdktfzu5+/Pg+DUh+Xgx7oAAQAASURBVFwBuHPnNidPHMff21yPNRgMODmbE7Y5cuZk8m+/M2LYEK4GXaFW7Tr8MmES3t7ezzzey8wR8YSzszMtP2/FpUsXmT93DvUaNEy2jbePD/fu3knzWEK8CXE6IwaTwpKvimAwKozbfoM+Ky+x9X+l+OdUCMduRXG4X1mc7DTMPXSPdWdC0nXcW+GJw6TdjUjA2zntl/5ZXO34KL8nw+uYhwE2KgpxOnPjlPuRCRTzc2ZD1xJExhvovOQCE3feZHT93M883svMEZGa7zdfo0ZeD8uQSzYaNWqVOSljUuBhTGLS5UG0LknyRohXTRIRQgjxljImxKIYjRT9ZimK0cCNVeO4OKsPpUdvI+TgP0QGHaPcuMNo7J24u30uDw+vTddx4x/etvyeEHoXG7dnPwA9YeeRBc8SH5HrM/PQJYrJiCnB3A02Iew+zjmKU3JEKwyxkZyf1olbayeQu/WYZx7vyRwRKUlrjgiAu9vnEnZmNyVHbk4ylJOtRxZMusTxdhMe3QaVClt3H64tG4NH0Zq4F6wMgEprC2pNmucSQrx7DAYDDb/qxe8/DaV6hdIoKBiM5ha00TGxKIpCaEQk+wJP8OPU2eTJmS1dxz10/AwLVqynYqmijP9jAU0/rpnmPp80+Ihpc5dy5fotCufLzfg/5rP/yEn2r57H2UtBdOg3kiW//Uw2f3N3f8NTL9FS8mSOiNfBZDIxZtJMhvfpjKND8hd3QgjxpsXGxmIwGFi78V8MBgNjvhtBlw7tOHTsJMuWLOLwoYOcu3IdZ2dnZvz+GyuXpz586BM3b1y3/H771i0y+6Y95Iq/fwB16zfkx7HjADAajcTGxgLmpEKpUmX48kAHIiIiaPPZJ/z8w2jGTZj8zOM9mSMiJWnNEfHt4IHU+rgO1WuY70O2trZoNBri4uKoXqk8u/YfwsHB3Pvu8MGDZM2WPbXDCfHGGEwKreefYVyTvFTK6YbyeBlAjM6IAoTH6Tl0I4JJO2+Sy8shXcc9diuKZceDKZPNld/23KZeYa8092lczItZB+9y7VEc+TM7MW3PbQJvRLKxWwkuPojl6+WXmPl5Qfzd7Syxp+bJHBGvmp+bHQPXXGHaJ/nRqFQsPHKfYR/nAKBcdld+3HKdkGg/wmINTNp1i1alM6d+QCFegswRIYQQbynFZOTM+FY8OLASXeRDUBTL0EyG+GhQFPQxYYSe2s7NNRNRSF/LhqigowTvXUbc/avc2jANr9L10tzHu3xjIi8dIi74KmqtLXe3zubS7D4AxN65wJnxnxNx+TDG+Ghz7Gm8KHuZOSLCz+/j6uLvyNdxIho7R4zxMRh15qSId4Um3N40nairx4m7f5Wgv77Fo+gH2Di5Y+fpx5V5A4m6dpLoG6e5v3MB3mUapOefTAjxjnF1cWbOryP5adocCtVszoZte5kyehAAbZrVI7t/FkrU/pTvp8ykw+dNuXjlOvFPTTj6LPU/rMqcZaup0PhLcmbzZ+jXHdPcJ3f2AGaNG8HA7ydR+IPmnL5whfkTzcPlfVS1Ah0+b0rrnkMoWusTFEVhUI92L/flX8LClRvQaNS0bS5lpxAiYzAYDDSpX4eli/4i5MEDUBTL0ExRUVEoikJYaCj/btrIzz+MSfekzIcPHeSv+fO4cvkyE8aNpXHTZmnu06LlZ+zft4egK5exs7Pj99+m0K1TewDOnT1Do/ofc2D/PqKjoiyxp+Zl5ojwz5qVXt27cuzoEU4eP87smTNo2rwFDg4O+GTOTJ+ePTh29AhTJ01g2ZJFdOzSNdXjCfGmuNhrmdw8P5N23qLyhKNsvRDKT43yAPBJCR+yuttRffIxft1xizZlfbkcEke83pTGUeGj/J4sPhpMnd9OkN3Tnr41s6a5Tw5PByY1z8d3G69RecIRzt+PYVrL/ABUz+NBm7K+dFl6gaqTjqIoCr2qp33M1+Gr8lmoUzATreef5cuF5+hUyY/GRc2NDX9qlAcfZ1u+XX+Vn7Zep1Z+D3rVsE6c4v2gUtJ7pxVCCJGihQsX8sUXX1B5xrUUhzp6nUIC13Hjn7EkPLyNvU8O8nzxA275K2CIi+LCb12IuHQIp4CCeBStwb3t8yg3PpAjg6uRr+NEAC7N7E25cYe5OLM39l4BAETfOI0hJoKYW2fxLF6LPF/+Ypk/ASD8wn7Lfk8LPb2Da0tHEx9yA5dcpcj75c84+OYCzBNAB+9ejCE2Atc8ZcjXcTJ2Hq9nsq5zU9rz6NimJMvc8lek2KAVKIrC7fVTubdzPvqoR7jmLU/+TpOwdfNBURSu/z2G+3uWoNbaEVCnK/4fd34tMT6LSZ/Avs45WbBgAW3atHmj5xYio9JqtUwc2Z9OrdJ+yZORjZ70Jzdu32PmL8OtHco77c9FK+k9clyaL/CEENbVv39/1q1bz9HT5177uf5ZsZzRI4dz88Z1cuXOw6+Tp1KlajUiIyNp2+pT9u/dQ+EiRalV+2P+/GM6F4JuUKpoQX6fOQeArh3bce7yNbp0aEe27OaeASePHycsPIzTJ09Qp14Dpkz/AxeXxOHtdu/aadnvaVs2b2LooAFcv3aVMuXKM3na7+TJmxcwTxw9b84sIsLDKV+xEn/OnkcWv9fTg01RFL4dPJD58+ZgZ2dHrz79+F8vcyOiWzdv0qVjOw4d2E+27DkYMWoMTZo1fy1x/FfpooVo0KA+48aNeyPnE69fdHQ0Li4u/NYyv+Xld0YzfvsNboUnWCa9Fq/G6tMhdF92kaioKJydZd4wYSaJCCGEeEnWTES8ajdWjSP+4W3yP05UiDdLEhFCJCeJCPE8JBEhxNvhTSYiXrXvR43k5o0b/DFrjrVDeedIIuLdI4mI95ckIkRKZI4IIYQQQgghXrNve3WydghCCCGEEOI/+n0gc6AI8aZIIkIIIYRF9ib9rR2CEEKIl7RkzWZ6DR9r+Rx8YpsVo0muace+7D9yEoBPG33M5FEDrByREEKk39DhI60dghDiLfTPyQcMWRdk+Xx+aEUrRvN82i44S+DNSACaFPPmx4Z5rByReFtJIkIIIcQb9+DASq4sGGL5XOm3C1aM5vmcndiWiEvm+TF8KjQlT9sfrRyREEIkpdPp+aJ5ff7X7jNrh5Ki6T8OJT4hgcPHz/Dv7oPWDkcIITKMZYsX0efrHpbPd0LCrBjN8ylfqji3b90EoO83A+k3YJCVIxIiY9EZFT4pmZlOFZ9v7pc74fE8jNFTMLMTttrUJ6J/XcY1yUuCwcSxW1HsuPL2lEsi47HOX7AQQoj3mmLUk7lKS0qN2kKpUVusHc5zydtuHKVGbSHPlz9h1MVZOxwhxBt0/fZd7HOXt3YY6eLm6kKOAD9yBCR92D1w9BRFa32S4j6prXtecfHxtPrfYLyL1ySg7McM+mESJpMJAF/vTOQI8COzd6ZXci4hhHhX6PQ6Wrf9kv2Bx9kfeNza4TyXlWvWsz/wOAMGDyU+Pt7a4Yj3yK2wePy/3WvtMNLFzV5DVg97snrYJ1keeDOSqhOPJtt+5MarfDz9BD3+vkjFX49wJSQ2yXqTSaHRjJP8vu/2S8dmNCkMWnOF/GMOkHvUfr5ZdRmD0TytsI+LLVk97PF2sXnp84j3myQihBDiHRL/8BZ72j1fCwtr0Tq6Yu+VFXuvrJZlR7/9kD3t/Cw/l2b3e6lzKCYjl+cPYn+3fOzrkovLc/qjGM0TmCqKwv7uBZKc7+aaiQAYdXGcn9aZ/d3ycaBnEa4u+Q7l8Qs0Wzcf7L2yYuvm81KxCSHEm3bs9Hk+7TaABJ3+uda9iF//XIhWq+XE5qWsmjWBfzbvYP6Kda/k2EII8bxuXL+Os+3b8frDzc2d7DlykD1HjiTLDx7YT8nCBZIs69KhHc626mQ/N65ff+k4Jv06ji4d2iVZFhISQsO6tfFxdyZPdn8mjv/Fss4/IIDsOXKQycvrpc8txPvk1J1oOi46j85oSrJ8/7Vwtl4M5UCfMuztXYZqedyZuidpwmF+4H2i4o10qPDy7wCm7r7NmXsxrO1cnNWdirH5QihLjwe/9HGFeJoMzSSEECJDMCbEEv/gOuUnnUatNd+eVFrblzrmrfVTiblxhuLD1qEYdZwZ9znOuUqSpXpr4oKvonV0pdy4Q5bt1Tbmlim3N05HpdFS+odd6MKCOT+9C45++fCt9vlLxSOEEOlRoVFbrt28k2z5rHEjaFCr2gsdMyY2jk+7D6LrF58w9++16V73oo6cPEeX1s3x9/XB39eHDyqVI+jGy7fWE0KI99HxY0f5/JNmODg4JFk+Yco0fh4/wfL58MEDDOjbm4CsWf97iOeycP5chg8dzGet2iRZPnzIQIoVL86fs+dx4cJ52nzaghKlSlOj5gcvdT4h3gYf/3acm2HJe/tMapaP2gVfrJdnrM5Ix8Xn+ap8FpYcS/rS31aj5pfGeXGxNz8bF8nizO6gxGGR7kcm8PPW6/z5eUFsNC+faA2N1TPtk/xk9zQ/E9fM68GZe9EvfVwhnvZ2NAkQQgiRoRwbUZv93Qsk+3l0fPMLHzP65hmcshbC1jUTWkc3tI5uaGwd0t4xFfroUPJ3mYaTfz6csxXBo+gHxNw4Yz7ftZO45iltOZfW0Q21jd3jdSfwqdgcO48suOQqgUehqsQ/uP5SsQghrG/Jms3UbNnJ8jk8Mgq3glUJeWR+qNt/5CTlG36BR+FqVGnajvOXr6Z5zF0Hj5KvWpMky+xzl+f67bsAHDl1jqrN2uNT/AM+7TaQiKi0H+hWzBjHoXULkv18ULncc3zbpGy0Wnb+/SeVy5Z4rnUvqlDeXMxZtobwyCjOXbrKpp37+PAl4hdCiLdB5XKl8ff2SPazfu2aFz5mTEwMrVo2p0u3HsnWOTo64u7ubvmZOnkiQ74dgUajeeHz7d61k+lTp/DFV+2SrTsSGEibtu3wzZKFGjU/oGTpMlwNuvLC5xICzJM4N/nzlOVzRJyBXN/t41GMuZdm4I1Iak87Tu5R+6n/+wkuPYh91qEs9l8Lp/z4wCTL/L/dy63HiYQTt6No8McJCow5QMdF54mMN6R5zLltCvFv95LJfqrmdn+Ob5uUVq1idedilM/hmmxdmWyuVMzpBkBojJ4lx4Kp+1TCY8SGa/i72XE3IsEykfTL+K5eLksSAiDoYRw5M73c87gQ/yWJCCGEyEAeHFjJyR8aWz4bYiPY2yknushHAERcPsyxER+xr0sujo+qR8ydS2keM/zCfg73T/ryZ087P+If3gIg6uoJToyuz/7u+Tk3pQOG2LQrMYV7z7PM7/D0j3uhqs/zdZOIvnqChNC7HOhZhP3dC3B5/iBM+oQXPh5A7s+/w8Enu+Vz3P0gHDLnBCDq6nGirp5gf/cCHPy6KNdX/IyimMfAdPTLx/3dizDERhBz5yKhp7bhXvjFWiELITKOejUrc/LcJcIjowDYtvcwFUoVxTuTByaTiVb/G0zj2jU4v/MfqpQtwaAfJ7/U+cIjo2jcvje1q1ckcMNfREbHMPCHSWnu5+/rY5nf4ekfRwf7NPd9FltbG/x9Ux5SLrV1L6p/17YcOn4a35K1KFX3cxp/XIMaFcu80nMIId4fyxYv4qMaifXM8PBwMrk4EBISAsCB/fuoVLYU3m5OVK9UnvPnzqV5zN27dlIob84ky54e1ujokUBqVK6An5c7n3/SnIiIiDSP+fc/ayzzOzz9U/PDWs/xbZOysbFh2659VKqSej376JFAbly/RotPP3vhcwHky5ef7Xv2kyVL8qFeChYqzMwZ04mOjubA/n0cDTxM1Wo1Xup8QtTK78mZe9FExJmTAbuDwimd1ZVMTjaYTAqdl5ynbqFMHOhThvI53Bi96dpLnS8izkCbBWepmdeDrf8rSVSCgVHpOGYWVzvL/A5P/zjYvnjiz1arJourXarb/HXkPmXHB+LjbMNnpX0BOHIzknVnH5LFzY4bofH0XnGJoeuCXjiO/9p3NZyLD2JoXlyGIxavliQihBAiA/Es8RHRN85giDU/6ISd3Y1rnjLYumZCMZk4P60zXqXrUXbsQdzylefa0lEvdT5DbARnJrTGo2hNSo3ahjE+iqtLvktzPzuPLJb5HZ7+0dg5vnAssfeDcMtXjuJDVlGk3yLCz+7mzr8zXvh4/xV+fh8xdy7gXbE5AHHBV/Es8RGlvvuX/F2mcW/nfEIOrwYgoP7/iAw6yoEeBTk2rCaZStXFvWDlVxaLEMI6XF2cqV6hNNv2Hgbg390HaFqnpmX9wbUL6Nf5C27fCyY8KppL126+1Pk27tiHjVbLsK87kt0/C306tmb91j0vdcy3xXcT/qBSmeLcPLSRU1uWEXjiLL/NW2btsIQQb6k69Rtw8sRxwsPDAdi+dQvlK1bC29sbk8lEm88+oVGTppy5GETlqlUZOuiblzpfeHg4TRvW46OP63Dw6EmioiIZMiDtucv8/P0t8zs8/ePo+OJ1ZFtbW/z8/dPc7vdpU+nYuStq9cu95vHNkgU7u5RfjI4c/T0L5s7B19OVj2pUZeCQYeTNl++lzieEi72WSjnd2B0UDsDOy2HUL5zY8n9z95J0rxrA3YgEIuMNBD2Me6nzbbsUio1aRd+a2Qhwt6drlQD+vRD6Usd8nVqU8OH3Twtw8UEscw6ae9wuOnqfkgEuzG9TiG8+zM6y9kWZd/hessmsX0SszsiA1VfoWzMbmZxkcmrxaskcEUIIkYFoHVxwL1iZsLO78S7bkLDTO/AqU8+yvtR3/6J1dCPm1nkMsZHE3X+5Vg+hJ7eh0tiQrXE/VCoV/nW6cenPr1/2a7yQvF/+nORztkZ9uLt1Flnr93zpYxsTYrk89xuyN+6Lrau5Uluk71+W9fbe2fCr1YGHR9bjU74JN1aOxS1vOXJ/8QOGmHAuzujJna2z8K/V4aVjEUJYV9M6H7B5136a1/uQbXsPM7JvVwDUajVTZi9m7t9ryJnVn4AsPhj/M2lgesTGJY4dfOf+A0JCw/EtaW4Ja1JMREXHEp+QgP0zXvLA65kj4k1bsnozW5f8jo+XJz5engzq0Y7Rk/6k+5ctrR2aEOIt5OrqSrUaNdm+dQvNWnzC1n830bhpM8v6/YeP4e7hwZnTp4gID+fypYsvdb7NG9ZjY2PDkG9HoFKp6NWnH53af8m0l/0ir0loaCjr165m7K8TX+t5BvTrzZftOzDk25HcuH6Ntq0+JU/efNRv2Oi1nle8++oX9mLH5VAaFvFid1A4A2qZe7Wr1Sr+3H+HxceCye5hj5+bHcbHvdifR5zOaPn9XoSOR7F6Cv1wEACTAtEJRuL1Juxtnp3Iex1zRKSHnVbNR/k9Cf0wO7MO3KVdBT/uRej4MJ8HKpUKAH83OzI52nAjLJ483i+e+AQYui4IPzc7ulRKOwEqxPOSRIQQQmQwXmXqE3ZqO95lGxJ+djc5mg0EQKVWc2fzDO7vWYy9d3bsPP1QTMY0jpacMSGxlURC6F30UY840KOgeYFiwhgfjUkfb5m4OSXHRtQmPiR5S+H8nSaRqeTHzx1TSmxcvUgIu/9KjhW0cAh2nv74f9z1mdvYunoR9vh8IQf/odigldi6emHr6kW2hr24sWqcJCKEeAc0qFWV0ZP+5MzFK2T1y0wWHy/APNfDnGWrObF5KT5enmzasY9jZ35J83gqlQqTKTFhcezMecvv/r4+lCpSgAWTxwCgKBAZFY2NNvUq+IoZ49Abko9V7JPJM13fMSMwmUw8eBgG+c2f74c8eqHEjhBCPNGkWXO2bN5IsxafsH3bVoZ/Zy5b1Wo1UydNYN7c2eTMmQv/gKwYjc9fR46NTawj37lzm4chIQT4mMtdk8lEVFQU8fHx2Ns/u45cuVxprl9LPr/QjNnzXuvL+jWrVlKpSlU8PDxe2znCw8PZvHEDdx+G4+LigoeHB126/48Fc+dIIkK8tNoFPBm//Sbn78fg72ZHZhdbwDzXw6Kjwez6uhRezrZsuxTKqbtpz7elQoXpqXzF0/tkcbOlmJ8z01sWAEABIuMN2GhUqR5zbptCGIzJkyBer6nXwMwDd8jkaEPTx8Mj2WhUaNTmGLO42RKvT6xXxSQYCY8z4Pv43+1FzT10j91XwtnUvQRqder/HkK8CElECCFEBuNZojY3Vo0j5tZ57DL5Y+ueGTDP9XB/92JK/7ALW1cvQk9u48r1U2kcDUAFSmIlJfrGacvvdp5+uOQoRoFuv5sXKAqGuEhUmtQrU4V7z0MxJn9JZuPy4i1BToxpSMFuv2OXydzyIurKEewzBbzw8Z64u30uYWd2U3LkZlSPu6obdXGcGFWfEsPXWybEjrxy1HJuRTGhi3qI0+Nj6CJCUEzyAk2Id4Gnuxv5c2dn7PR5NKv7gWV5dIz5BVREVDRXrt9iwA+TLPPGpMY/szf3Qx5y4849vD09GD3xT8u6ujUrM/jHyRw5eY6q5Uvy18oNTJq1iKB9a1M/5iuer+FlmEwmIqNjcHNxtrS6S4/KZUvw7S/TCH74GaFhEfw0bQ7tPm2c9o5CCPEM9Ro04vtRIzlz+jRZs2bDN0sWwDzXw7w5szhy6hw+Pj5s3riBE8ePpnm8/yaSjx9L3MffP4CSpUoz768lACiKQmREBDY2qdeR//5nDXq9Ptlyb5/XW66vXP43LVp++lrPoSgKiqIQ8uABLi4uADy4f/+Fkj5C/JeHow15vB2Yuvt2kmGZohPMf18R8UauPYrku43XSE+HCF9XWx5E6bgdHk8mRxvGbU9sRPdhPk9Gb7rG8dtRVMzpxvITD/hj3x2O/Gdexf9Kay6HVy2bhz39V13Bx8WWzC62TN97hyZFvQFoUtSb7n9fpEpud3Jmsmfs1hvk8XKgkK8TJpNCVIIRV3vNc9Xd9l0NZ9Smq8xtUxhHGw0xCUbUanCwefE5MIT4L5kjQgghMhgbZw8cfPNwa/0UvMo0sCw3xptbcRhiI4i4fJirS0Zibr+ROjsPX3QRD4h/eBtjQiw3/hlnWedZ/EPiH90h6upx1Db2PDyyjjPjW5NW7e51zBHh6JePy/MGEhl0jOC9y7i9+Q+y1GwLgGIyYYiNSNdLwaeFn9/H1cXfka/jRDR2jhjjYzDq4tDYOmDr5kXQgsFEXTvJnc0zCDn0D1lqfgmAW77yXP/7Bx4cWMmdLTO58c9YMpWs/cLfTQiRsTT5uCbL1v5L448T54eoXa0iH1WrSIVGben57c+0/7Qx9x6EEPzwUarHyp0jK//78lM+aNmJDz7tzP++SnwR5O7qwvIZ45g0axEFazRj5cbtLJ8xDm0aPSIykpt37+NbshYRUWm3PnzalNED8fXxou934xk+fjp1P6jM4P+1e01RCiHeB56enuTLX4DxY3+iSbPmluXRUVEARISHc2D/PgZ90y9ddUY/P3/u37vHzRs3iI2N5ftRIy3rPq5Xn1u3bnIk8DD2Dg6sWrmcJg3rpnnc1zFHRFri4uLYu3tXskmjDQZDuibYTi8PDw8KFipMn697sHzZUsaP/Ynp06ZQr2HDV3YO8X6rV8iLVadDqFcoMRFRM68HNfN6UGf6cQatuUKrMpkJjtIREq1L9Vg5MznQoaIfjf88RZOZp+hYMXHydTcHLXNaF2LG/jtU/PUI6848ZE7rQmjT6BHxptUukIkeVQPoufwSTWee4oO8HnSrYm44Vy2PB0Nr52Dw2itUn3SMa6Hx/PFZAVQqFXciEij0w0Ei458vSTj74F0SDAqfzz1DvjEHyDfmAF/MP/s6vpp4j709T0FCCPEe8SpTnyvzBpDjkyGWZR5FauJRtAbHR36MvVc2fKu35vryH9BFhGDr5v3MYzlkzolfrQ6c/KExNi6ZyN64LxEX9gGgdXSj8NdzCfprKJdm9cHRPz+Fe81FpXnzt4dcnw3n0qw+nB7bAhsXL3K2/JbMVcxjiSeE3iHwm/JUnHYeraNbuo95d+ssFEMCZ8Z9Zlnmlr8ixQatIG/7X7k0sw8nf2iCvVcABbpOx71ARQDytP2JKwsGE/TXMEwGHd5lG5K1Ya9X+4WFEFbT8fOmdPy8aZJlNjZa5k0YlWRZ746tk3zOEeBHfNChZMf7aUgvfhqSWEY8vU2ZYoXYs3L2qwj7uYz7fT5T55hb8gaf2GZZXr1CaS7tXpXiPimtyxHgx5efNMTNxfm5zh+QJTMrZoxLcV3Tjn3Zf+QkBqORpnU+SHEbIYRISeOmzfi6e1dGff+jZdlHH9ehVu06VClfmuw5ctKuQ0eGDx1McHAwmTNnfuaxcufJQ/eeX1OrRhW8vX0YPGw4u3fuAMDd3Z1lK1fTr1dPunVqT8FChVm2cnWGTCQfPLAfdw8PcubKlWT5/n17+bxFU+6EhL2yc837awn9evekZ7fOaDQaOnXtxpftZOhS8Wq0KetLm7K+SZbZaNRM/SR/kmVdKyftNZ/Vw547o6skO97wOjkZXien5fPT25QIcGFdlxKvIOrnM23PbWYeME84fX5oRcvySjndOdSvbLLtu1T2p0vllOdq+Ly0L5+X9k22PKuHPZ+Vyoyr/fP1ZJjVqtAz17VdcJbAm5EYTAr1C3s913GFeJpKed7mpUIIIZJYuHAhX3zxBZVnXENt82a7a76tgvcu5fK8QZZ/r0q/XUhzn0uz+5K33fjn6l76Opyd2JaIS4dRTAa8yjQgf8eJr+zYJn0C+zrnZMGCBbRp0+aVHVeIt5lWq2XiyP50atUs7Y0FYB5m6mFYuOVzjgC/Z2+cBr3ewIFjp6hWvtQriMzsfsgj4hMSAHB2dMTL0/2VHfvPRSvpPXIchhTm2BBCZBz9+/dn3br1HD19ztqhZCgL58+lV49ulnkoXiaJYDKZ6NmtM9P+mPmqwktV+VLFuX3rJjqdjt79vmHo8JHPfYzSRQvRoEF9xo1LOZEt3j7R0dG4uLjwW8v8NC767MZz74OYBCOhsYlDt2X1ePZ8My9DbzRx5KZ52KlX5UGUjgSDeSg7J1sNnumYF2P16RC6L7tIVFQUzs7P16BFvLsyXjpfCCHEO8+rTAPcClRK9/Ymgx6fSp9YPQkBkLfdOEx68wu0lxmKSgghXhdnJ0ecnV5N+WRjo32lSQgAX+8Xn09ICCHeZU2atUg2xNKLevToEV26/e+VHCs9Vq5Zb0kCu7m7v7HzCvG2cLLT4GT3+udbsNGoX2kSAsDnJSfBFuIJSUQIIYR44zT2TmjsndLe8DG11sYybJK12bplnElkhRBCCCHEu8PZ2fmVtRz29vbG2/vNtUD3DwhIeyMhhBDvNZmsWgghxFvBZNCjmFKfcEtRFEz6+GTLdREhKS4XQghhFhMbR8uuAwgNT3ti0+CHiUMrCSGEsC69Xo/RmHYdOT4+eV04ODg4xeVCiIwpVmekw6JzhD01xNOzhETriNeb3kBUQqSfJCKEEEK8Fa4tG83+7vnZ3z0/+7rmYU+HrOzvXoB9XXJbfj/QowD7uxdMtu+Z8Z8Tfm5vsuWXZvfjxqrxbyJ8IYTI0JwcHQgJDWP9tuRl5X81+PJrduwPTLa86+DvGTP5zYxFLoQQwmzooG/w83LHz8udzB4uuDnY4O/tgY+7s+X3Jz//1bjex+zcvi3Z8h5dOvLD6O/eRPhCiOfgaKvhUYyBLRdD09z287ln2Hs1PNny/qsu8+v2m68hOiHSJokIIYR4T8Q/vMWedi8+Yam15W41isq/X6HSbxcp1HM2rrlLUem3C+TrOAm3vOWo9NsFKk49R5U/ryXbV6W1RfV4Ymx9TDiBAypg0sejtrVHbft6JgkTQrzbrt++i33u8tYO46WM+2M++ao1sfxcDLrO6El/Wj4379w/xf3sbG2xszWXqWERkRSo0ZT4hAQc7OxwsLN7k19BCCFe2o3r13G2fXtfjYwdP5HgsCjuPgxnyfJ/KFe+AndCwvhj1lwqVq7CnZAwbgU/4lFUXLJ97ezssHs8MXZYWBhF8ucmPj4eewcHHBwc3vRXEeKVuxUWj/+3aTeyyMim7b5N+fGBlp/LIbGM337T8vmrhedS3M9Oq8ZOay7bwuMMVPw1kHi9CXutGnubt7fME283mSNCCCHEW0ExGTn5fWMKdP/9mdsE/fUtTgEFyVLzC8A8nJNKrUalUhNz4wxaexdMhgTUtg6obexRqTWoVOrH2+rMn9WvfwIxIYTICGJi42jZ4CPGDOiRbN2/uw7w47TZSZbp9QbUahVqtYqT5y7i6uJEgk6Ho7099nZ2aDRq1GoVADqdHo1GjUYjZaoQQrxORqORWtWrMH/R0mdu803fXhQuUpQOnboA5uGc1Go1arWaUyeO4+rqSkJCAg4Ojtjb26PRaFCrzXVknU6HRqOR8lwIK4nVG2lc1JshtXMkW7fjchiTdt5KskxvNKFWqVCpVJy9F42LnQad0YSDjQZ7G3Nd7XF1DZ3BhEatQvNkgRCvmSQihBBCvDEHehZGSWEM22KDluOcrUiq+6rUGmxcvQjevRjXfMlbIesiHhC8bxklvt1gWRZ6cishh1YBEB9yk8jLh3ErWJn4kBsc6FkYU0IcqFTc2jAVxaCj6DfLcMlV8uW+pBBCvCH+ZWpjMCQvU/9dNJ3ihfKluf+Tl0zPotUmfVTYsH0vf6/bAsC1W3fZf+QkNSqW4dqtO/iXqU1MbDxqtYpxf8wnQadn44KplC1e+Dm+kRBCvJ+yZfHGaDAkW75xyw6KlSiR6r4ajQYfn8zMmzOLylWqJlsffP8+f82fx859hxKPu34dy5eZExfXrl3lwL59VKtZk+vXrpItizexMTGo1WrG//IzuoQE1m3eSpmy5V7uSwrxniry40GMJiXZ8r/bF6VIlrQnp08rR6D9T3Vu68VQVp9+CMCNsHgO34ikci53boTFU+THg8TpTKhUMHXPbXQGhaXtilAywCXd30eIlyGJCCGEeEdE3zjNlQVDiLl9Hueshcjz1S84+edPc7+Iy4cJWjiUuPtBOPoXIF+HiTj5m19ghZ3dTdCib0l4eAunrIXJ32kyDplzAvDg4D9cX/ET+siHuOYtR4EuU7FxyZTquUqO2Awkr4TZumdO13f0qdCUyKvHUlwXF3wNnwrNLLEDxD+4hkPmnCQ8uoNniY+4umQkRl08eb8ah0/FZgQtGo6dRxYC6nZL1/mFEO+PE2cv0mvEWM5cDKJogbz89v1gCuXLleZ++4+cpM9347h09QaF8+Xmz7HfUjCveb9t+w7Tb9R4bty+R/GC+Zg1bgS5c2QFYOmazQwfP52QR2FUKlOcub+OwsvTPfVzrZ6HoiQvU/18vNP9PWf8tYJlj5MLT4uPjyd/npxJlgXduEWu7AHcvHuP+h9UYcAPk4hLSGD6j0P5rNHH9B/9K/6+PvTp1Cbd5xdCiNft5PHj9Pm6B2fPnKZoseJM/u0PChVOO0l6YP8++vXqyeVLFylUuAi/z5xDwUKFANixbSv9+/Ti5o3rFCteghmz55E7Tx4Ali1ZzHfDhxLy4AEVK1dh1ryFeHl5pXquvQePpFieZ/FL37Cqn3z2OYGHD6a47sqVy7T8vJUldoCrQVfIlTs3t27eoF79hgz6ph9x8XFM+/1PWn7eigH9euPvH0CvvikP0SdERnHmbjSD1wVxITiGQr5OjG2Uh/yZndLcL/BGJEPXBRH0KI4CPo5MaJaPfD6OAOwOCmf4+iBuhSdQ2NeJSc3zkTOTeaiyVadC+GnLdR7G6CmX3ZWpLfLj6WST6rk2dStBCpc3mV1s0/095x++x+rTIcmWx+tN5PVOOoza9dB4cnjaczs8gY/ye/LdxmvEG0yMa5yHpsV9GL7hKn6utnStEpDu8wvxqsigYEII8Q4wxEZy5tfWeBb7kDI/7sE5Zwku/pF8qI3/Ukwmzk/rjFfpepQdexC3fOW5tnSUZf3FGT3xrfIpZX7Yg6NfPm78M9Z8vrhoLs3sTY4Wgyn9/U5UGi23N/2R5vnsvQKw98qa7EetTb0SppiMmAx6vMo1IvfnKU+c55avPHm/Gvt4Wx0A0TfO4JglLwBqW3uK9FtEVNBRPEt8lGasQoj3V0RUNI3a9aJOjcqc2rKMMsUK8lXf4WnuZzKZaPW/wTSuXYPzO/+hStkSDPpxsmV9+74jaNu8Aae2/E2BvDkZOcFcbkZFx9BxwChG9+/OsU2L0Wo0TJz1V5rny+6fhRwBfsl+bG1TfyB+WufWzbm0e1Wyn5m/jMBkMiXZ9sS5SxTIkwMAe3s71s6dxKHjp6lXs3K6zyeEEG9SREQETRrW5eO69Th+5gKlypShw5dpJ0tNJhNtPvuERk2acuZiEJWrVmXooG8s6zt89QVffPkVx89coEDBgoweab5HREVF0aXDV4wc/QOBJ86g1WqZMmF8mufLlj072XPkSPZja5t6HdloNKLX62n+SUt+HjchxW0qV6nKlN/+wGg0otOZ68gnT5ygQIGCANg7OLB6/SYOHzxAnfoN0oxViIwiMt5A6/ln+TCfB7t7laa4vwv/W34pzf1MJoXOS85Tt1AmDvQpQ/kcbozelDjP4NfLL/Jpqczs7lWafD6O/LLtBgDRCQZ6r7zE4I9ysKNnKTRqFX/su5Pm+QLc7cnqkfzH9r9dGVLRtlwWDvUrm+xnYvN8/LezxZm7MeT1NidV7G3ULPqyMEdvRVErv2e6zyfE6yI9IoQQ4h0QenIrWkc3sjXqDUC2xn0Jz106XfuW+u5ftI5uxNw6jyE2krj7QZZ1alt7TEYDWmcP8n71C4rJ3GVcpdGg0mhQDHps3Xwo3Gsuyn9eWL1Kj45t5sr8geZJp5+aw+Fw/3LJfldMRtzyladA199wzVMG17xlubttDgA2zp4U+noOKo02SaszRVEw6eLQ2Dm+tu8ghHh7bNyxD3c3Vwb/rz0AQ7/uSPk9h9LYy+zg2gV4uLpw+uIVwqOiuXTtpmWdvb0deoMRT3dXfvt+sGVYJa1Wg1ajQac3kMXbixUzxmFKoQv/6/CkR4ReryckNAy/zD6WdcUK5kmybcVSxahYuji/L/gbAC8Pd/7+/RdsbJKXqXHxCTg62L+R7yCEEM+yecN63N09GDhkGACDh42gXPl/07Xv/sPHcPfw4MzpU0SEh3P50kXLOgcHB/R6PR6enkyZPgPD42GVtFotWq0WvU6Hb5YsLFu5OllS91Vat2Y1vf7XDTs7uyRzOBTKmzPZ7waDgcpVqjFnwV+Ur1iRCpUq88f0aQBk8vJiyYpV2NjYJC/P4+JwdJQ6ssh4tl0Mxc1BS+8a2QDoWzMbu7KGpWvfzd1L4uag5fz9GCLjDQQ9TJzM3V6rRm9U8HDQMrZRHgyP62RP5lLQGU34uNgyt3UhTCl1dXgNnvSI0BsVHsXo8XVNTFIW8k3aA6RMNhfKZndlzqF7AHg62jC7VUG0GlWy6zteb8LBVuZ/EW+OJCKEEOIdkBB6F3vvbJbPNk7ueJdvnOZ+KrWaO5tncH/PYuy9s2Pn6YdiShxvPH/nKdxcNZ7bG37DKVshcn82EuccxdDYOlCg63Rub/yNoL+G4Zq3HLlbj8HBJ3uq53vROSK8ytQjU8naqDRaTPp4DLGR2Lr5cO3v7/EsXgu3x3NG6CIfYuua2PXdr1b7JMfR2Dlil8mfgz0Lo7ZxwKR7PEfE+qmYdHFUnHYetY1dmv9uQoh32+17weQISBwOw8PNlU8apN2TSq1WM2X2Yub+vYacWf0JyOKD0Zj4AmrO+O8YM3kmv85YQNGCefllaG9KFimAg709CyaNYfyMBfT9bhyVyhTn1xH9yZXNP9XzvewcEWDuETFmQA9i4+LJX60JmxZOI1c2f3Q6PWMmzyQhQYednflht1vbT5Ls6+hgT1Y/X/xK18bB3o7YuATUahW//D6P2LgEgo9vtewrhBDWcPv2LXLkTHwp7+HhQYuWn6a5n1qtZuqkCcybO5ucOXPhH5AV41N12JlzF/DD6O+YOP4XihQrzs/jfqVEyVI4ODgwd+FiJo7/hf59vqZi5SqMmzCZnLlSH9rvReeIaNy0GfUbNkKr1RIfH09EeDiZfX0ZPmQQdeo3oFLlKgA8ePAAH5/ERHPX7v9LchxHR0eyZs1GNl8vHBwciI2NNc8RMfYnYmNjuRMShp2d1JFFxnI3Qkc2j8RGD+4OWhoXTXt4SrVaxZ/777D4WDDZPezxc7PD+NQL+ikt8jN+x02m771NIV8nRtbNRVE/ZxxsNEz/JD+/7b3Dt+uvUja7K2Pq5ya7Z+oNL152jggw94gYUjsHcToj5X89wrJ2RcnuaY/OYOLXHTdJMJiwe9zDol2FpEO6Odhq8He3o8iPh7DXqonXm+eImLL7NvF6E+eGVrDsK8TrJokIIYR4B9h5+hH/8JblszE+hhNjGlD0m6XYuvk8c7/wC/u5v3sxpX/Yha2rF6Ent3Hl+inzMRJiUYxGin6zFMVo4MaqcVyc1YfSo7ehjw7DxtWb4kNWY9LHc3nuQK4uHk7hXvNSjfNl5oi4vfkP4u4H4V2+MUELh1Lmx704ZM7JpVl9Kf39DtRaWy781oVMpergX7vTM4/j4JODyn9cBZA5IoQQKQrIkpkbd+5ZPkfHxFKteQc2LJiKr/ez58LZdfAoc5at5sTmpfh4ebJpxz6OnfkFgNi4eAxGIxvmT8FgMDBq4p90GjCaIxv+IjQ8Ah8vT3Ys+5P4hAR6DP2Jb8ZMYMWMcanG+SrmiHjC0cGezm2a023w90z/cSjdBn9PaHgErZvWJX/uHM/cL3f2AMLO7gaQOSKEEBlOQEBWbly/bvkcHR1NzSoVWbdpC5l9fZ+53+5dO5k3ZxZHTp3Dx8eHzRs3cOL4UQBiY2MxGAys3fgvBoOBMd+NoEuHdhw6dpLQ0FB8Mmdmy849xMfH83X3rgzs14dl/6xONc6XmSNiysRfuXzpIi1afka/Xj05fvYCufPmpVun9gSeOIOtrS1tW31Kw0aN6fF172ceJ1fu3IRExADIHBHireDnZsutsHjL55gEIw1nnGTJV0XwSWX+hf3Xwll0NJhdX5fCy9mWbZdCOXU3GoA4nRGDSWHJV0UwGBXGbb9Bn5WX2Pq/UoTF6vFytmVVp2LE600MXHOFERuuMrdNoWeeC17NHBFPONhq+LKcL/1XXWZck7z0X3WZsFg9LUr4kMf72T2Xcng6EDS8EoDMESGsSlJeQgjxDvAsXgtDTDi31k0hIfQuN9dORDEZsXFN/WWUMd5c4TLERhBx+TBXl4zkSaJAMRk5M74VDw6sRBf5EBTFMjSTPuohp39uQejpHeijw83bp9DT4b9edI4IgLDTO3HJXRqVxgaVxjz+eeYqn5K1QU9AhSEuitytx3B95c9E3zyb5vGEEOJZ6tasTFh4BGOnz+X2vWB+mjYHo8lEZq/Ux9aNjokFzHNM7D9ykgE/TLK8WDIYDDT8qheLV2/iwaMwFBQMRnOZGvIojNqtuvPvrgOEhkdatk/Lq5gjAsxjjB8/c4H+Xb4gMiqawh80p1qFUhxYPS/VJIQQQmR0H9erT1hYKON+/pE7t28z9ocxGI1GfDKn3ggmOioKgIjwcA7s38egb/olKc+b1K/D0kV/EfLgASiKpcwOefCAurVqsmXzJsJCQ83bG9Muz190jgiALf9upmz5CmhtbNDamMv/Nm2/ov/AwahUKiIjIxk3YTKjRnzL6ZMn0zyeEG+LD/N7Eh5nYMquW9yNSGDSrlsYTQrezqnXg6ITzM+tEfFGAm9E8t3Ga5ZEgcGk0Hr+GVaefMDDGB3K42UAj2L0fDL7NDsuhxEepwdIsafDf72KOSKenOv03Wi6Vw0gKsFA5YlHqJTTjU3dSqaahBAiI5FEhBBCvAO0jq4U6fsXj078y9Gh1YkKOkahnrNQqVSp7udRpCYeRWtwfOTHXJk3CN/qrdGFB6OLCEHr4GIemmntRI4MrMSjE1vI2/ZnAByz5CXnZ8O5Mn8QRwZWIu5+EDk//fa1fb+E0LtEXjlCppJ1ABX6qEcYdXGo1Bp8q34GiokTo+ujiwwhS822RFzYn2R/xWRAMRrMc0HoE1Jscfb0JNdCiPebm4sza+ZMYv22PZT4+DMOnTjDsuk/p1mm1q5WkY+qVaRCo7b0/PZn2n/amHsPQgh++AhXF2fm/DqSn6bNoVDN5mzYtpcpowcBkD93Dn4e8jU9h/9MoZrNuXztBj8O+vq1f0+dXs/xsxeo0KgtA3+YhIO9PevmTaFy2RIsW7uFhf9s4G5wSLL9DAYjBqMRRVFISNClWKaaJ0XVv/bvIIQQqXFzc2PV2o1sWLeW0sUKcfjwIRb/vTLN8vyjj+tQq3YdqpQvTa8e3WjXoSP37t4lODgYV1dXZs5dwM8/fk/RAnnYsH4dk6ZNByB/gQL8MHYcvXt2p2iBPFy+dJExP459bd/vzu3bHDqwnwaNmqBSqXj4MIS4uDg0Gg1ffNkOk8lEjcoVCHkQTMcuXdm9a0eS/Q0GA0aD4XF5nnId+elJroXISFzttfzVtjD/XgylxuRjHLsVyaxWBdO8vmvm9aBmXg/qTD/OoDVXaFUmM8FROkKidbjYa5ncPD+Tdt6i8oSjbL0Qyk+NzHNm5fF25Ns6ORm85gqVJxwl6GEcwz7O8dq/p85oTkB8/Ntxvtt0DQcbDYu+LEL57K6sOhXC8hPB3I9MSLaf0aRgMJnngkgwmFK+vk0KOsPrm8dGiP9SKSn9JQohhEi3hQsX8sUXX1B5xjWZX+A1MSbEEnn5MB5FaqCPDuX4yDrowoNR2zoAoBh02HkFUHLEJtS2Dskqn8eG1yJ7s4E4+OTg5I9NUGvt4D/bKEYDbvnKU7DHjDf2vf7LpE9gX+ecLFiwgDZtZGgTIcA88efEkf3p1KqZtUN555Rv+AV37j/gp8G9aNOsnmW5yWRi1pJVjJ+xgOu37pI/dw6ObvgLrdY8qmvZ+q35rl83cmXz58PPumBna/vfIhWDwUjlsiVYNPXHN/mV+HPRSnqPHJeuHiVCCOvp378/69at5+jpc9YO5a0WGxvLgX17+fCj2jx69IiqFcpw7+5dy+TSCQkJZMuegz0HA3F0dExWR65QugQjRo0hZ67c1P6gGnZ2dsm2MRgMVKpclYVLlr3271O6aCEaNKjPuHGpD00o3h7R0dG4uLjwW8v86Zq/QSRXe9px7kUmMLxOTj4pmdiby2RSWHjkPtP33uZmWAJ5vBzY9r9SaDXma7jW1GMM/CgHOTzsaTrrFHYaNfynvmY0KZTL7sqMzwq+8rhXnw6h+7KLREVF4eycvrkwxLtP5ogQQohXRvK6r4vGzhGPIjUAsHH2pNy4w8+1f6lRWy2/V5ySkYdtkr8hIcSbM+zrjlQsXRwvT/cky9VqNZ1aNaPDZ004fuYicQnxliQEQOD6vyy/3zny75sKVwjxDtFoNOgN0mvqZTk6OvLhR7UByJQpE+cuX3uu/Q8ePWH5/ea95D3g3jSdXpfkfiOEgH4fZKNsNlc8nZIOOaVWq2hbLgttyvhy+l408XqTJQkBsPV/pSy/nxlc4Y3FK0RqpIQXQoiX9CS7r48Ox87j2ZPeCZGWJ/NtSIsRIRLZ2Nig10vr9teh4UfVU12vVqspXezVt5B7nXQ6PTY2zzdHhhDizcuaNSu3b90iIiICNzc3a4cjMoCIiAhu37pF1qxZrR2KeIWe3JNl+J8X93HBTKmuV6tVFPd3eUPRpN+T/+dSLxNPkzkihBDiJVWoUAGVSkXY6e3WDkW85cJOb0elUlGhgrRYEeKJXLlycuzMBWuHId4Sx85cIFeunNYOQwiRhsaNG6PT6Zj5x3RrhyIyiJl/TEev19O4cWNrhyJeITs7O/yz+HL6brS1QxFv2Km70QT4ZcHOToavFomkR4QQQrwkX19fPvzoI/as+BGHzLlwzVc+zQmyhHiaoihEXjrErRU/8uFHH+HrKz1rhHiiWbPmTJo4gX6d21Awby5rhyMysPOXr7Jmyy569+lr7VCEEGnImjUrffv2ZcSwIZw5fZp6DRri5e2NWi1tJd8nJpOJhyEhbFi3lr+XLqZv374EBARYOyzxijX/pCULZ/9Buwp+5MzkYO1wxBtw7VEcq86E8kWHrtYORWQwMlm1EEK8AqGhoXxQ6yNOHj+GYyY/7Dz94BU+SCkKmIxGFECjUUui4w1TFAWj0YQKUGs0ySZlfSkmEwmhd4l9dJfiJUuxfesWPD09X+EJhHi7PXz4kA8+qMnNGzf4pH4tShcrhL2drbXDEhlIfIKOo6fO8ff6rWTLnp3t23fg5eVl7bCEEGlQFIUJEyYwe/Zszp7NyHN4idetcOHCtG/fnj59+shzzjvo3r171KxejeC7t6hf0IMiWZyw00rS8V2UYDBx5l4M68+HkdkvKzt27SZLlizWDktkIJKIEEKIV8RgMLBr1y42bdrEw4cPMZlezTiYd+/eZdeuXTg6OvLBBx/g4pLxxn98H0RFRbF9+3ZiY2OpXr06fn5+r+S4arUaLy8v6tatS7Vq1WSCPiFSEBISwi+//MLy5X9z7dp1a4cjMqCcOXPQosUnfPPNN3h7e1s7HCHEc3r48CGRkZHWDiNd5s+fz6hRo9i2bRvZs2e3djhJXL9+nVq1ajFy5EjatGlj7XDSxdXVVZLH74H79+8zYcIEVvy9jGs3br6yZ2WRsajVanJmz0bzT1rSp08f6ekvkpFEhBBCZFCKojB58mT69u1LnTp1WLRokUzmZ2URERF8/vnnbN68mQkTJtCzZ09ptSXEG2YwGDAY3q7Jq3U6HYUKFaJq1arMmTPH2uGk6KuvvmL//v2cOXMGW9u3q8eJVquVJK4Q4o3Q6XTkzp2b6tWrs3DhQmuHk6LWrVuzd+9eLl++/NaV5+L9oChKhkxE6HQ68ubNS7Vq1ViwYIG1w0lRmzZt2Lt3L5cuXcqQ17daLaM3iNRJIkIIITIgnU5Hjx49mDlzJv379+enn35Co9FYOywBGI1GBg4cyPjx4+nUqRNTp07NkJVAIUTGMWvWLDp27MjZs2cpVKiQtcNJ0ZkzZyhatCizZs2iffv21g5HCCEypLehPD979ixFihSR8lyI5/Q2Xd8zZ86kQ4cO1g5HiOcmiQghhMhgQkJCaN68OYcOHeKPP/7gq6++snZIIgVz5syhS5cuVKhQgRUrVshQIEKIFBkMBgoUKECJEiVYvny5tcNJVbNmzTh9+jQXLlyQ5LcQQvzHk/K8ePHirFixwtrhpKp58+acOnVKynMh0ultqq89ub7Pnz8vPULFW0dmhxFCiAzk9OnTlCtXjosXL7J9+3ZJQmRg7dq1Y8eOHVy4cIFy5cpx5swZa4ckhMiAli5dSlBQEEOHDrV2KGkaOnQoV65cYdmyZdYORQghMpwn5fmwYcOsHUqahgwZIuW5EM/hbaqvyfUt3mbSI0IIITKINWvW0Lp1a3Lnzs3q1asz3OR3ImU3btygUaNGXL16lUWLFtGwYUNrhySEyCBMJhNFixYlR44crF+/3trhpEvdunW5desWp06dQq2WNktCCAFvZ3ler149bt68KeW5EGmQ61uIN0f+WoUQwsoUReHnn3+mSZMmfPTRR+zdu1eSEG+R7Nmzs2/fPmrVqkXjxo0ZO3YskuMXQgCsWrWKc+fOvRWtZ58YNmwYZ8+eZc2aNdYORQghMoy3uTxfvXq1tUMRIkOT61uIN0d6RAghhBXFx8fTqVMnFi5cyLBhw/juu++kRcNbymQyMXz4cL7//nu++OILZsyYgb29vbXDEkJYiaIolClTBjc3N7Zv327tcJ5LzZo1iYqKIjAwEJVKZe1whBDCqhRFoXTp0ri7u0t5LsQ75m2vr0VGRnLkyBG5vsVbQ952CSGEldy7d48aNWqwfPlyFi9ezOjRoyUJ8RZTq9WMGTOGRYsW8ffff1OzZk3u379v7bCEEFayadMmjh079la1rnti2LBhHD16lM2bN1s7FCGEsLpNmzZx/PhxKc+FeAe97fW1Y8eOyfUt3irSI0IIIazg2LFjNG7cGKPRyOrVqylbtqy1QxKvUGBgII0bN0aj0bB69WpKlSpl7ZCEEG+QoihUrlwZgH379r11rdQURaFixYpotVr27Nnz1sUvhBCvyrtQnleqVAmNRiPluRD/8a5c32q1mr1797518Yv3kzS9FUKIN+zvv/+mSpUq+Pr6EhgYKEmId1DZsmUJDAzE19eXKlWqsHz5cmuHJIR4g3bu3MmBAwcYNmzYW/lQqFKpGDZsGPv27WP37t3WDkcIIazmSXk+dOjQt7Y8Hzp0qJTnQqTgXamv7d+/n127dlk7HCHSRXpECCHEG2IymRg9ejQjR47ks88+Y/bs2Tg4OFg7LPEaxcbG0r59e5YuXcp3333Ht99++1ZWcoUQz6dWrVqEhoZy9OjRt/aaVxSFkiVL4u3tzZYtW6wdjhBCWEWtWrV49OgRx44dk/JciHfMu1JfK1WqFF5eXnJ9i7eC9IgQQog3ICYmhk8//ZSRI0da5hGQJMS7z9HR0TL/x4gRI/jss8+IjY21dlhCiNfowIEDbNu27a1tPfvEk1a0W7du5dChQ9YORwgh3rgn5fnb2lr6iSetpqU8FyLRu1hfO3jwoLXDESJN0iNCCCFes1u3btG4cWMuXbrEggULaNq0qbVDElbwzz//0KZNGwoUKMDq1asJCAiwdkhCiNegQYMGXL16lTNnzqBWv91tfoxGI0WKFCFv3rysWbPG2uEIIcQb9S6V5yaTicKFC0t5LsRj79r1XaRIEXLnzs3atWutHY4QqXq7rzYhhMjgDh48SNmyZXn06BH79u2TJMR7rGnTpuzbt4+QkBDKli0rLdKEeAcdP36c9evXM2TIkLf+oRZAo9EwZMgQ1q5dy4kTJ6wdjhBCvDHvWnmuVqulPBfisXfx+h48eDDr1q2T61tkeNIjQgghXpMFCxbQqVMnypQpw8qVK/Hx8bF2SCIDCA4OplmzZhw9epSZM2fSpk0ba4ckhHhFPvnkE44dO8bFixfRarXWDueVMBgM5MuXjzJlyrBs2TJrhyOEEG+ElOdCvLvk+hbCet7+1J8QQmQwJpOJQYMG0bZtWz7//HO2bdsmSQhhkTlzZrZv385nn33GF198weDBgzGZTNYOSwjxks6fP8+KFSsYPHjwO/NQC6DVahk0aBDLly/nwoUL1g5HCCFeOynPhXh3vcvX9+DBg1m+fDnnz5+3djhCPJP0iBBCiFcoKiqK1q1bs379esaOHUvfvn3f6smvxOujKAq//vor33zzDQ0bNmThwoW4uLhYOywhxAtq27YtO3bsICgoCFtbW2uH80olJCSQO3duPvzwQ+bNm2ftcIQQ4rWS8lyId5dc30JYl/SIEEKIV+TatWtUqlSJXbt2sXbtWvr16ydJCPFMKpWKfv36sW7dOnbs2EHlypW5fv26tcMSQryAoKAgFi1axIABA965h1oAOzs7BgwYwF9//cXVq1etHY4QQrw2Up4L8e6S61sI65MeEUII8Qrs3r2bZs2a4e7uzpo1ayhUqJC1QxJvkXPnztGwYUMiIyNZuXIlVatWtXZIQojn0LlzZ1avXs3169dxcHCwdjivRWxsLDly5KBZs2b8/vvv1g5HCCFeCynPhXh3vS/Xd86cOWnSpAl//PGHtcMRIhnpESGEEC9p5syZfPjhhxQrVoxDhw5JEkI8t0KFCnH48GGKFCnChx9+yKxZs6wdkhAinW7fvs3cuXPp16/fO/tQC+Do6Ei/fv2YM2cOt2/ftnY4Qgjxykl5LsS76326vvv27cvcuXPl+hYZkiQihBDiBRkMBnr37k2nTp3o2LEjmzdvJlOmTNYOS7ylMmXKxL///kv79u3p2LEjffr0wWAwWDssIUQafvnlF5ydnenWrZu1Q3ntunXrhpOTE+PGjbN2KEII8cpJeS7Eu0uubyEyBklECCHECwgPD6d+/fpMnTqVadOmMX36dGxsbKwdlnjL2djYMH36dKZOncqUKVNo0KAB4eHh1g5LCPEMwcHBzJgxg969e78Xk827urry9ddfM2PGDB48eGDtcIQQ4pWR8lyId9f7eH336tWLGTNmEBwcbO1whEhCEhFCCPGcLl26RIUKFQgMDGTz5s10797d2iGJd4hKpaJHjx5s2rSJQ4cOUaFCBS5fvmztsIQQKZgwYQI2Njb07NnT2qG8MV9//TUajYYJEyZYOxQhhHhlpDwX4t31Pl7fPXv2lOtbZEiSiBBCiOewZcsWypcvD8ChQ4f48MMPrRyReFfVqlWLw4cPA1C+fHm2bt1q5YiEEE8LDQ1l2rRp9OjRAw8PD2uH88Z4enrSo0cPpk2bRlhYmLXDEUKIl/a+l+dTp04lNDTU2uEI8Vq879f3tGnT5PoWGYokIoQQIh0URWHq1KnUrVuX8uXLc/DgQfLmzWvtsMQ7Lm/evBw8eJBy5cpRp04dpk2bZu2QhBCPTZ48GaPRSJ8+fawdyhvXp08f9Ho9U6ZMsXYoQgjx0t738txgMEh5Lt5Z7/P13bdvX4xGo1zfIkORRIQQQqRBr9fTrVs3evbsyddff826detwd3e3dljiPeHu7s66devo2bMn//vf/+jWrRt6vd7aYQnxXouMjGTy5Ml07twZHx8fa4fzxmXOnJnOnTszceJEoqKirB2OEEK8sMjISCZNmvTel+eTJk2S8ly8c973+pqPjw+dOnWS61tkKJKIEEKIVDx69IjatWsze/ZsZs2axa+//opWq7V2WOI9o9VqmTBhAn/++SezZs2idu3aPHr0yNphCfHemj59OjExMfTv39/aoVjNN998Q3R0NNOnT7d2KEII8cKmT59ObGyslOdSnot3kNTX5PoWGY9KURTF2kEIIURGdPbsWRo1akRkZCT//PMPVapUsXZIQrB7926aN2+Oq6sra9eupVChQtYOSYj3SmxsLDly5KBZs2b8/vvv1g7Hqrp06cKqVau4fv06Dg4O1g5HCCGei5TniTp37szq1aulPBfvDLm+Ez2pr127dg1HR0drhyPec9IjQgghUrBu3ToqVqyIk5MTgYGBkoQQGUa1atUIDAzE0dGRChUqsGHDBmuHJMR7ZebMmYSGhjJw4EBrh2J1AwcO5NGjR8ycOdPaoQghxHP7888/pTx/bNCgQVKei3eK1NcSSX1NZCTSI0IIIZ6iKArjxo1j4MCBNGzYkIULF+Li4mLtsIRIJioqijZt2rB27Vp++eUX+vbti0qlsnZYQrzTEhISyJ07Nx9++CHz5s2zdjgZQtu2bdmxYwdBQUHY2tpaOxwhhEgXKc+Te1KeX7lyBTs7O2uHI8QLk+s7Obm+RUYhPSKEEOKxhIQE2rVrx4ABAxg0aBD//POPJCFEhuXi4sI///zDwIED6d+/P+3btychIcHaYQnxTps3bx53795l8ODB1g4lwxg8eDB37txh/vz51g5FCCHSTcrz5KQ8F+8Kub6Tk+tbZBTSI0IIIYDg4GCaNm3KsWPHmDVrFq1bt7Z2SEKk28KFC+nYsSOlS5dm5cqVZM6c2dohCfHOMRgM5MuXjzJlyrBs2TJrh5OhfPLJJxw7doyLFy+i1WqtHY4QQqRKyvNnk/JcvO3k+n42ub5FRiA9IoQQ773jx49TtmxZrl27xq5duyQJId46bdq0YdeuXVy9epVy5cpx8uRJa4ckxDtn8eLFXLt2jaFDh1o7lAxn6NChXL16lSVLllg7FCGESJOU588m5bl428n1/WxyfYuMQHpECCHeaytWrKBt27YULFiQVatWERAQYO2QhHhht2/fpnHjxly4cIGFCxfStGlTa4ckxDvBZDJRuHBh8ubNy5o1a6wdTobUsGFDgoKCOHPmDGq1tHUSQmRMRqORIkWKSHmeigYNGhAUFMTZs2elPBdvFamvpa1hw4ZcuXJFrm9hNfJXJ4R4LymKwujRo2nRogUNGjRg9+7dkoQQb72AgAD27NlD/fr1adasGd9//z3S3kCIl7dy5UouXLggretSMXToUM6fP88///xj7VCEEOKZpDxP29ChQ7lw4QIrV660dihCPBe5vtMm17ewNukRIYR478TGxtK+fXuWLl3KqFGjGDZsGCqVytphCfHKPEm0jRgxgs8++4zZs2fj4OBg7bCEeCspikLJkiXx9vZmy5Yt1g4nQ6tVqxaPHj3i2LFjPHz4kMmTJzNq1Ci5xwohMgQpz9Pv6fJcynDxNpDrO/2evr7j4uKYMWMGvXr1kmtdvBGSiBBCvFfu3LlD48aNOXfuHPPnz6dFixbWDkmI12b58uW0bduWwoULs3r1avz8/KwdkhBvnXXr1tGwYUN27txJ9erVrR1OhrZz505q1qzJunXriI+Pp0WLFoSFheHu7m7t0IQQ76kdO3Ywffp0li1bJuX5c9ixYwcffPAB69ato379+tYOR4g0yfWdfk/X1zQaDXXr1uX27dv4+/tbOzTxHpBEhBDinRUbG4ujo6Pl8+HDh2nSpAlarZbVq1dTsmRJK0YnxJtx7NgxGjdujMlkYtWqVZQtWxaAhIQETp48Sbly5awcoRAZl6IoVKxYERsbG3bv3i0txZ5BURSuXbtGzpw5qVq1KkajkV69evH5558TGRmJi4uLtUMUQrynJk2axNChQ4mKiqJixYpotVr27Nkj5XkaFEWhSpUqmEwm9u/fL/9eIkOT+lr6PamXPbm+hwwZQqNGjbh37x6+vr7WDk+8B2SOCCHEO2nJkiVJMvqLFi2iWrVqZM+encOHD0sSQrw3SpUqRWBgINmyZaNatWosXrwYgOPHj1O+fHmOHDli5QiFyLi2b9/OoUOHGDp0qDzUpuLUqVPkzp2bXr16MWDAAA4ePMjp06cB0Gq1Vo5OCPE+02g0GAwGS3k+bNgwgoKC2LRpk7VDy9BUKhXDhg3j4MGD7Nixw9rhCJEqqa+lT1BQEO7u7gwfPpzBgwdz8OBBTpw4AZjLSiHeBOkRIYR45yiKQokSJciaNStr1qzh22+/5YcffqBt27b88ccf2NvbWztEId64+Ph4OnfuzIIFCxg2bBjDhw8nf/78VKxYkb/++sva4QmRIdWsWZOoqCgCAwPlwTYViqLw22+/0adPH0qXLk10dDRGo5Hz58+TkJCAra2ttUMUQrynpk+fztdff02VKlWIiopi0KBBtG/fnpIlS7Jr1y5rh5ehKYpCmTJlcHNzY/v27dYOR4hnkvpa+iiKws8//8zQoUP54IMPCA4OxmQycfbsWUJDQ/Hw8LB2iOI9ID0ihBDvnB07dnDq1Cm6du1Ks2bN+PHHHxk7dixz586VJIR4b9nb2zNv3jx+/vlnvv/+ez799FO6dOnCsmXLuHPnjrXDEyLD2bdvHzt37mTYsGHyUJsGlUpFjx492LNnD3fu3OHmzZucP38ekBZ2Qgjr0mq1GAwGdu7ciZ+fH5988gl16tRh3bp11g4tw1OpVAwdOpQdO3awf/9+a4cjRIqkvpZ+KpWKQYMGsWXLFk6ePMmdO3c4e/YsIPU18eZIjwghxDunYcOGXLlyBRsbG65du8bixYtp0KCBtcMSwuqMRiMAGzZsoFWrVuTIkYPr16/Ts2dPfvjhBytHJ0TGUq9ePW7evMmpU6dQq6XtTno9fPiQVq1asWXLFgBMJpO8GBBCWM3s2bPp0KEDjo6O6HQ6fvnlF3r16iXlUjqZTCaKFi1Kjhw5WL9+vbXDESIZqa+9mDt37tCyZUtLkjE6OhonJycrRyXeB3KVCiHeKZcuXWLdunXcvn2b8PBwvvvuO7Zu3UrFihUtY+ML8b6qW7cuHh4eTJ06lbZt2xISEoLBYGDatGnExsZaOzwhMoyjR4+yceNGhg4dKg+1z8nLy4uNGzfSqlUrvL295WWfEMKq7t27B4CdnR07d+6kd+/eUi49B7VazZAhQ9iwYQPHjh0DIDQ0lIiICCtHJoTU116Gv78/O3fupGHDhtjZ2WFnZ2ftkMR7QnpECCHeKR9//DH//vsvtra26HQ6AHLmzEmVKlUYMGAARYoUsXKEQljPxYsXWblyJXv37mX//v2Eh4db1vXr149x48ZZLzghrOzWrVtkzZoVgObNm3P69GnOnz8vXdWFEOItFhgYSPfu3VmzZg1ZsmSxdjhvJYPBQIECBShevDgrVqygadOm+Pj48Mcff1g7NPEekvraq6coiiRoxRujtXYAQgjxKt2/fx8fHx9atmxJ9erVqVy5sjx0CPFY/vz5GTx4MGDuan/u3Dl27drFrFmzyJUrl5WjE8J67t27R44cOTh69Cg2NjasXLmSWbNmyUOtEEK85cqWLUtgYKC1w3irabVaBg0aRKdOnTh79ixhYWEyhIuwCqmvvR6ShBBvkvSIEEIIIYQQ77WrV6+SO3dutm/fzsyZM9m7dy+XL1/G1tbW2qFZ6HQ64uLirB2GyEAcHBwy1N+oEOLdM3HiRG7evMnIkSMpXLgw1atX5/r16+TJk4e5c+daOzzxnnkb6mtCiNRJjwjx3lMUhatXrxIeHo7k5d4vKpUKd3d3cuXKJa0AxFsnKiqKLVu2cP/+fUwmk7XDEW8BtVqNr68vH330ES4uLtYOJ0N50pLuxo0bLFmyhClTpnD06FF++OEHZs+ejbe3t1XiMhgMjBs3jsV/LeTUmbNWiUFkbMWKFObz1m3o378/Wq082r2N7t27x7lz54iPj7d2KCIDsbe3p1ChQlbv2Z0jRw4GDRrErl276NChA6NHj6ZYsWLSAl1YRUatr/3Xhg0bmD1rFrt27iAyKtra4QgrcHVxpnqNmrTv0IF69epZO5wMRWqr4r2lKAo//fQTv/3+B7dv3rB2OMKKArJlp3vXLgwaNEgSEiLDUxSF4cOH88svv5CQkIBGq0Wjkdu5SJvRaMBoMGBnZ8c333zDqFGjpMx77MmD7ZIlS/D29iY+Pp5q1apRtmxZXF1drRKT0WikdatWrFy5goalstHuiwo429nI/zMBmO8F0Ql6dl+4z7fDhnL82DEWLV4sLwffIpcvX6Zd+w7s37dXGkOJFKlUKipXqcrsWTPJmzevVWJo0qQJBw4coEWLFkyaNAlXV1du375NuXLlrBKPeL9lxPraf02fPp3u3btTxN+VL4q5ksnJHam5vV8U4FGMni2HtlJ/5Up+++03unXrZu2wMgwZmkm8t/r378/48ePJXK0VmUrXxdbVG9Ryi3ivmBR0kSE8OrqR4N2LZLJe8Vb4+eefGTRoEPXa9aNa86/IlCWbvJgU6aIoCo/u3WT3irlsmDOen376iYEDB1o7rAzh/v37ZMmSBbVaTbFixThx4gS9evVi7NixVuvuv2XLFmrXrs2fHavSuEwOq8Qg3g6rjlyn88w9bNmyhVq1alk7HJEOd+7coWy58sSr7CnWohe+hSugtXOwdlgiAzEkxHH/7EFOLZ+EvRLPkcDD+Pn5WS2esLAwvvzyS9auXQtAmzZtWLBggdXiEe+njFhfe9qjR4/InDkzrUp58WMDGXXhfacoCoPXXWXx8YcEBz/A09PT2iFlCJKIEO+lkJAQfH19CWjcj2yNels7HJEB3FwzkdtrfuX+vXsZpkunEP9lMpnImi07uct9yJffTrF2OOItNm90T64Gbufmjeuo1Wprh2N1ISEh+Pj4AODs7MysWbNo2bKlVWPq1q0bG1cs5vCohvIgK1KlKArlhq+lbvPPmT59urXDEenw448/MnLUGD754xCOnr7WDkdkYLGh9/m7S3m+G/EtgwYNsmosJpOJ0aNHM3LkSKpXr87OnTutGo94/2TE+trT5syZQ4cO7TnWvww+LtZPjAjrexClo9S4I8yaNZt27dpZO5wMQZ48xXtp/fr1mBSFLDW+sHYoIoPIUuMLTCYTGzZssHYoQjzThQsXuHvnNmVrN0txvUGvS3V/k8mEXpeQrnNFhz9K99wT5w/v4rf+bdK1bUrO7N/Kg1tX07VtTGRYks8JcTHoE2Rc7edV5qOm3Ll9iwsXLlg7lAzB3t4eAG9vbwIDAzPEQ+21q1cpEuCWYhJCZzCmuq/JpJCgT32bJ0KjEzCZ3ly7pB3n7nL+TljaGz6mKAprjt7gUbRc58+iUqko7O/K9WvXrB2KSKe169bjX+qDFJMQxjTu5YrJhFGfvnt5fGQoSjrv5XdO7mHLD1+la9uU3Dq2nch76fsbTIgOT/JZHx+DQSfXeEocPX3xL1WTNWvXWTsU1Go1I0aMYOPGjcycOdPa4Yj3UEasrz3t8uXLBHg6SRJCWPi42BLg6cTly5etHUqGIYNKi/fSvXv3sHfxxMY1k9ViMBn0oJhQ29ilua1iMqIYDenaVrwYG9dM2Lt4cPfuXWuHIsQzhYWZX965eyfvmh8bFUG/2nnR2tjC45FI9QlxANg8Hu5BUUx4+WVn5NL9SfbduXwWR/79h/4zEh9y543uSZYc+WnWc0SKseh1CWg0WtQaDfevX8LBOeVxWY0GA4qioLWxeeb32rViDi7umWj77eRnbgMQdPIQv3ZvwverjuPubX55s2H2eC4fP8CAmRtT3Tct4SH3uHz8wDOTPO8aDx/z39CTv6n3nYuLC3PnzqVx48a4u7tbOxwADAY9jprkbYYi43QUGbAcG42aJzmK+MdJB3sb89jJJgWyZXJm57cNkuw7d/cl1hy9zso+tS3L+iw4QL4sbgxtUvKVxX78+kNuP4qxfNZoVNQrkQ2TSaH/woP0b1CMgv4e6TqWSqVi0qYzXH0QSe+6RV86tvvhsRy68uCdG+7KTqshMo0X2CLjCA5+gEvx5NecLiaShW0Lo9YmzgdjeJxs19qZX8ApJhMumbPTfMrOJPue2ziXq3tX0+D7fyzLdk/pg0fWvJRtOyzFOIz6BFRq87084vZlbJ1SvpebjAZQFNTaZ9/LL2yaj72rJ1X/9+sztwEIvhDIhm9b8OlTvUFO/D2J+2cP0vCnNanum5aYR/e5f+4guas2eanjvGkJ0RFE3LmCm39u7Jzdk613yZyD4FP/vvnAnqFOnTrWDkG8pzJife1pOp0Oe23K7b0Db0bSev458vk4Jl+pwPE70VwZVh4H29Tnemox+wxNi3nTukzmVLe7GRZPNg/zfSNebyL36IPs7FmCvN7m89+P1OHrmjxhoigK7RdfoHNFP0oGuKBVq9BqXk3P3OgEI2vPPOTz0qnHbg1Gk8KFB7HYa9Xk9nq1QyXaa9XodFJHe0ISEeK9ZDQaUT1jMr/Iy4Gc/bU1jn75kq1TgOirx6n4+xU0aYzjeuqnFvhUbIpv9dYprn8YuI4r8wYkSS4oBj1GXRxax6QPAYrRiFfZBuRt94tlmT46jOjrpwg9uQ2PwlXxLPFRqvE8D0NcNA8D1+Jb7fNXdsy3gUqjxWhMXwtSIazhyWiKKQ2l4+jixvQDD9DrErCxNZcrS34xj///2Tc/A/Do3i3LC+in2djaY/O4hRGYkwwXj+7l82/GPjOWCT2acunoXtQaDSajEZVazYH1i5NtZzIaqdSwFe2/+x2ATfMmsXnBZGyfKkMN+gSMBj1nD25//FlHfEwU0/bdS3KsAxuWUPbj5qyd8ROn9/2LSqUmNioCk9HAwPpFLPv2nrqCrPnS/8IyPOQeU/t+TquBr26OmEOb/mbXijkM+NPcyyo2KoI5I7tz/vBO8pWqTIfRf+Dkmr4XsU9M6NGUch+3oHKj1qz+/QfWzvgp2Tb9Z6ynQJmqjGhZkTtXzlqWV2nSlq+GT7V8VqvN90AZoTPRl19+ae0Q0sXVwZabU1qRoDdi9zjxMGxZIABjWpYF4HZoDFnck9dT7LUa7G0Sq/8JeiMHLgfzw6dln3m+GqPXcf1hFFq1Cp3BxP9qF2ZAw+JsP3uH1tN24GRnPl5UvJ5tQ+tTJMCThXsvExQcRaV8mVl77Aa5M7tSr0Q2VgRe41ZoDFP/Pcv0recAcLKz4e9etXC2N7/gHLzkMGuP3cTuqQf5OL2RGdvPs2CPuTVZgsGEu6Mte0c2eq5/u/vhsXw5fSc/fvZyk6zqjSYGLDrEmqM3KOjvzu8dqhLg6ZTmfnfDYug5dz/HbzyiXomsjG9dwfL/8GmfTt5G0zI5+KxSbsauPcm49aeSbfNPn4+onF+G9HlbmUwmVCncy22dXGm/4hZGfQKax88IB/4cCkDFTt8DEP3gNo6ZsiTbV2tjh9Y28V5u1Cdw/8x+KnX+4ZlxbBzekntn9qNSa1BM5nv55e3Lkm2nmIzk/eBTavQx30dOrpzK6X9+Q/Of85kMBm4f32n+jgYdutgo2v19I8mxLm//m9xVm3J08ThuHdmKSq1GF2O+ly/uUMqyb52RS8iUs8gzY/+vmEf32fJ9Wyp1TX5vfB6xoffZOaEn988eQGvvSJnWgyhUvz0AfzZMPnxrliKVaPDj6nQff8/Ufjh6ZqZ0qwEAXN27mj1T++Lk5U/U/RtU7z2ZXFUaJ9lHpdGku5eqEO+6t6W+9l8ONmoyOdnQsqRPsnVGk8LxO9FpJiEAIuIN2GlTTwwE3ojk03ln+btdEUpndcHexny/0T6eE/VBlI5qk48xuXle6hRM2jj3p603iYwzUjLAhW9WX2H/9UjLfkaTwr1IHSPq5KBzpeebsyYq3kC7RRfoUvnVzHXz+947XHgQy8RmeS3LQmP1FP0pMMl2k5vnpXnx1IfefhCl49O5ZzEq8DBaR+Vcbsz4ND8qlYprj+Loufwy5x/E4u1kQ/8PstKihPn/4em70dT5PWkd7Z8ORSiXPWNMnJ5RSSJCiP9Q2zqgdcmET5Xk3fwUo5Hoq8fTTEIAGGMjUu3B4FOxKT4VmyZZdmfzDGJuniVfp0nP3O/OvzO5vWGauZWUSoV/nW7YeWXlzLhWxNw6i9rG/EBg0idg6+5Dye+er/WMIS6Kc5PaEVCny3Pt9yy6iAccG1qTwn3/wiVXCQD00aEc6pn0JWG+TpPxqdQcgOsrfuLe9vnYefqRv/NknLIWSvM8kVeOcP3vH4i5eRanrAXJ1WYMztnMDy8Pj2zgwrROSbYvOz4QO0/rTfgmxOuwdfF0bpw7TofRM1JcP3NYJ/KWqGjp5fD0S2gVKhRFQVEUTu7eiGIy8Uvn+pb18TFRBOQrSr/p5oftvr+tQqO1QTGZ6PtRbobO34F3QE7iY6IwmUw4urgB5pctpqcSfIpiomztZrQa8AsGvY5DG/+mQr1P0Wi16HUJ7Fk5l2rN2yfrQREafIe9qxfy7cJdZM6el9bq8ag1GuaO+h/O7plo8fV3wOOeGqm02PyvsAd3+a1/a9oM/pUchUqle7/UxESGsWTcILLkzG9ZtvCH3oSH3GXYgp0c3LiUJeMG0WHUH+k+5sENSzl7YBvlPm4BQL12ffmodXfL+kf3bvFrt8Zky1+MhLhYQm5fY8K2q2i05qqeVnrUvVP+3H6eEzdCmdaucorru8/eS/k8PpZeDkmudRWPr3X499RtjCaFphO2WNZHx+so5O/B8t7mBg42GhV/da9J5fy+TN50xtL7AqB8bh9W9TP3rig9ZCW2jxt5ONnbUClfZr5pUIy/9l2hTeW8RMXp+H7Vcf7qUZOPigYA0GzCv1TMm9mShAAwmBR61C5Et1qFCItJYOe5uzQtmxOAR9HxbDxxizZVEh860+teWCzt/tjJz63KUyL7y/WI/XnNCfZdCmZ1/9ocu/aQHnP2srrfx2nu1/HPPWRytmPrkHpM2XyWiZvOMLBh8STbLD90lR3n7tL0cY+Nr+sUocuHBS3rb4VG03LSVopmkwkP31Vn1swg5MpJavadluL6Hb92w7dQeUsvh6QJZfO9HEXhxuHNmExG1g9tYlmri40mU87C1Bu9HIC6o/5G/fhevvCLQjT5dTOuvjnQxUaDYrL0kFBMJhTTU/dyk4lcVRpTqcuPGPU6gnatIE/NT1BrtBj1CVzYvICCdb5M1oMi+uFdLm1dRJMJW3D3zwNdf0at0bB7cm/sXT0p99VwwJzUUGvSfy+PeXSPLT98ReVuY/HOWyLd+6Vk54T/4ewdwKd/HuH+uQPsGNcVv+LVcA/IQ9vFV5Jsu/+Pwbj55Ur3se+fPciFfxdQ6rP+gLkHzL7pA2nw4xoy5SzMpa2LOTTnuySJCEVRiIt4SHhYKF999RV6vf6lvp94vWxsbMiZMyfNmjWjSJEiMseTSEJFYjIgJYqipPk3o1apcLVP/VVu2eyu1C/sRddlF/m3W3E8HJOWp6M3Xyebhz0f5ktsFGUyKfy87SZ7r0aw+MtC3ItMYEqLpI1z+6+6Qki0nk4VkyfDU/MkCdG1sh+18r98/WXp8Qf8sPUGzYolTTCcvhtD+eyuzGlVwLLM0TbtGQl+2HKDj/J7MqR2dkJj9VSbfJwD1yOplNONAWuCaFLMi9lFvAi8GUXPFZcondWFnJkcOHk3mmbFvBhTP/E+4GyXdjLpfSeJCCFSoEKFSv3syyM9NwhUajSOz5cJDTuziyw1U5+3wrdGa7LU/ILom2e4/veP+NfuCIDaxpZ8HSfiUbQmAOEX9nP972e3gEqJJQlRtyuexWs9177PcvWvb8lUpr4lCQEQff00rvnKU6jXHMsyta25i+C9HQu4v3MhhXrNwRATwYXfu1Pyu39Ra589zqI+KpSzE9qSteHXFOj+B/e2z+X0zy0p8/NebJw9ib5+koD6/yOgXuJLO42DZKnFu6dQ+Q9YPmk4pWs1oUT1eknWXT5xkKunA/lqRGKr+KunA/nxq1rmVpmKQucy7nwxbDL71izki6GTKPdxc8u2O5fP4vTexMSmeQgoOBe4C5+AXHgHmF8U7l2zkIMbljJswU7A3Hvjvz04VCoVuvg4TCYjc0Z2o2IDc+8rk9HIorHfULXZV+gT4rGxS2xpuXLKSAy6BFwzZUZrY8OEHk2JDg8l5M417OwdOX/IfL6uY+fh7Z8jXf9eYQ/uMr1/G9oMnkD2giUACPx3JfPH9Eq2rV+u/AyeuzVdx/17wjCc3RIr2dERoQT+u5JBc7bgmyMvDTsNYlDDoiTExWDnkHYr6uiIUJZNGIpvjsSXrzZ29kn+fZZPHE6tVt1xdHHj8omDBOQtjIuH1zOP+WRejUmTJjFr1qx0fS/xerm6ulK9enXq1q2Lg0PqDR6qF/Rj1MpjNCyVjTrFsyZZd+jKA45ee8jELypalh299pB6YzehVqlQUPDtvpDxrSuweH8Q49tUoMlTwxTN3X2JbWfuWD5rUxge6lmeVI1sHu9z8mYoRpNCtYK+fPX7Lirly2xJQuy5cI8Ld8OZ361m8uMAcToD98NjGbXymCUR8TAynrFrT9KqUh4SDEYcbNP3KHMvLJb2M3YxtlV5imUzJyFWH7lOv78OJts2XxZ3Ngx49rAjJpPC/D2X+fnzchQJ8KRIgCdzd1/i6oNIcvk8u25x+lYox68/5Oj3TfHzcOLbpqWo/eP6JImIsJgERqw4Sp7Micext9FYhtwCGLXyIp0/KIirg4w//a7yL1mDw3NHkatyQ7KXT/q3eP/cIR5cPEq1rydalj24eJQ139RFpVajKAozG2emao/xXNq2mKr/G0/uqokNn85tnMutI4n3Ms3je/mdU3tw88uJq28OAC5tXcSVnctp8qv5vq9Sq5P34FCpMCTEoZiM7Jr0NXk/+BQwN9za/8dgCnz8BQZdfJJeGoHzxmDUJ+Do7oNaa8PGES2Jjwwl6v4NtHYO3Dm5G4APB87C1Td7uv69Yh7dY+uP7ajSbSxeeczXU9CeVeyd1i/Ztu5Z89P4l2fPB6eLicQpUxaq9DA3dshdtSmH54zi0bUzuAfkwc7ZzbJt1INb3D21m8rdnt179GlGvY490/rhHpB4L9fFRlGx0xgy5SwMQKbcxUiICrWsVxSF/X8M5tKWRTjZaji7czXpaDAtrEhnhH+WxTJy5Eh69OjBlClTXioZERcXx8aNG9m1axeRkZGvMFLxop6nvvY0vVEhwaiw6Ghw8pUKeDhqiTeYcHjqnn85JBYHGzW2T9XFEgwmEgwmHkSZh/oxmBRi9SZs1CqyeyaWtz82yEWzWWcIehhPmWyJiYjb4fFsvxzO0q8KW+prAIE3ozh6K4pFbQux6XwoM/bfZXO34mjUKmJ1Roasu8r+axHs7Fnyuf6mnyQhulfx54PHiY+jt6Jos+Bcsm0dbTUc7V8m1ePtvxbB7IP3+KxkZnTGpD3FTtyJpmw2F9wcnu9Vd8kAF5oWMz83eTra4O9mR1iswXLM+a0L4mCroX7hTPywxY6bYQnmRMSdaMpld33u873v5F9LiP9QjHpMhgSCdy9Kvg7QOntg0sejsU286cTevYza1gG1TeJDocmQgKJPQBfx4PFxDRgTYlFrbLD3MVesg/f9zc1/EocCSQi7R+ydC1xdlHRMdvfC1SzDMqlUalTqxJuToigoRj2okr8oeJ4qjyEuivOT2xFQrzuexT4AIDLoKGfHJ5+AVmPvSLlfj6Z5zNCTWwk/t5fSP+5Jsjz62glc85RF6+iWbJ/7O+bjX6crbvnKAxC8dymRFw/iXrjaM8/z6Pi/2Hn6EVCnKwDZmvTn/s6FRFw4iFeZekRfO4l/na4pnk+Id4lfrvx8/EVPFv38DQXL1bAsNxmNLB77DTVbdiJztjyW5TkLl2b6wRAOb1rO0a2r6PHrYk7sWk/kowfY2NqxYspImvccCZiHPLJJoTfYzr9nUb5eS5b+OoTqzdphMhrJnC03ABcCd3Pu4I4k80woioJarWF814bExUQBMLpVVcs6gDFtamDQJzBswU4cnF05vmMdp/ZutiQ/AO5du0ifaavIkjOxpc6wZqUhnUMNWZIQQyaQrUDii8BiVT9mxJK9ybZ/+typuXh0L2f2b6X1oPFsWfQbAHeunMPW3pGcRcwVa41Wi1/O/Ny5co5cRZ89JM4Ty34dSsmaDS1zfvxXeMg9ju1Yy0/rTgNw7cwRwh7cpfcHOTEaDJSr04LP+v9kGbLr/vXLjO/eBICNe46a50uSFnvWpSgYokOZPHkyPr5Z2L1zR6qb58viRvePCjFkaSDVCia2SjOaTAxZGkj76vnI9dTL7JI5MnFrSiv+CbzO2uM3mNe1BhtP3iIkKh5brZox/xxjWFNzjyC9wZjkxffL2HTyFvVLZsVWq2Fgw+L4ujtyNTgSf08nyuX2Yd03dZL0hjD/UygYTAo1x6xDpVLxIDKemmPM89foDEYeRSdQ8/t12GrUbBlSP6XTJmFJQnxePkkvglpF/dk+tEGy7W2fMbbzE3fCYgiP1VHlqWGRSubw4tTN0FQTEWdvh5HbxxU/D3Py0dPZDhuthgeRcfi4msvWEcuPUq9ENuJ1hhSPcT88lg0nbhE4pmmK68W7wSNrPoo27c7+PwbjXzyx/mt6/IK/UL32uPnltiz3zluS9itvE7RrJVf3raX2sPncOLiRuPAQNFo7Ds8bTbkvvzUfQ69Lkhh44vzGueSu3pyDs4ZT4OO2KCYTro9b+t89tZc7J3YmnWdCUVCpNawf1hx9rPlevrL3B4/Xmf+zqm9tjPoEmvy6BVtHF64f2MCtI1uSNC4Ku3mJeqP+xj1r4sv5ZV0rJh4kDU+SEJW7jcUrdzHL8mxlP6LZpOTlaGoNm8A8NFb13lMsn3UxkcSGPUix18OpFVMoWLcdto7O6Yr1xPJJOHsH4JO/tGWZs7c/eWqYezqaDHrOrP6d7BUSy7XzG+Zwbv0svquTg7ZlM6dZPomMQWcwMT8wmBHTplGoUCG6d++e9k4puHjxItVq1OTB/Xs4Z8mF1tlT6mvWlkJ9LX/+/GnsohBvMFEywCXNl+xGk0KCwWQZnvLTuWeJ0Zl4uhNFVIKRPv9cwebxvA2KYk5yVMrpyoIvzCNJJBhMONqo2dytWLKkQYC7PYH9SmOnVROvN1mGbSqfw5Xl7YtwOSSWX7bfZMmXhdGoVWw+H8r3W25QLbcbJQNc+HzeOUbXz0kxv7TLvidJiP9V9adG3sTeF0WyOPFvt+LJtlen4+87t5cDazoVZeru29wKT0iy7sSdKK6ExDH70D3c7LV0r+JP+wpp9974slxinW7n5TBuhydQOZf53VF+b0dmH7pH+/JZ2HklnPA4A8X9zd/9+O1oAm9GMXLTdXxdbBlYKxuNijy7IZgwk0SEEI8pioJJH49LrpJpvmRXTEZM+gTL0EtnfvkUY3xMkmSAMT6KSzP7oLJ0K1ZQDHrcClSicN8F5iUGHS65S1Gg23RurBqPjbMnfrXaERd8jUszelL823UE711K6MnElktnf21N9PVTKEYjJqOeg90L4OCXF1u35GMNpldiEuJ/eBStYVnunK0IJUelMLRTCkmP/zLq4ghaMBSPIjUIPbkF1zxlcfA1V+Kjrp4g7v4V7m6bjdbRjYB63fGr1R5FUYi5fYE8XyW2LHLJWYLo66dTTUQYokOx80y8wZiHrTInbBRFIer6Ka4tHc35KR2w981Jrs+/w71gysNZCPG2+6jN/zixayMxkYmTEF85eYiIh8E06jI4ybZqjQb1U/PlaLRaXDy8aTt0EgH5irJswhCy5itCuY9bYNTrsbVP+vLiTtB5rpw8yGf9fmR4ywo07DQQXXziy/Kdy2fj7pV0MjJ9QjwarQ2D524lIS6WHpV96Tp2PgBGg57hLcoxYsm+JL0o9q39ixa9RrN03CDLMpVKzYQeTS1DDwGE3r+d4pjb/6WLj2N810Z0HDMjSRICwM7BKV29FFKi1yUwf8zXtBo4DgeXxMRnXHQUmbJkTfKd7J1dCQ+5n+YxLwTu5kLgLkb9fYhFY79JcZudy2dRrk4L7B+/DAm+cYW8JSrQqMsQYqPC+XNoR7b8NY167fpiNBgY17URJgd3ivf9G0e/5x/iRrw+sXcvE/R7Z2p+WIuC+fKkum3XWoXYdOo24TGJD2GBQSE8iIzjm/8M96NRq3m6Y4NWo8bbxZ5xrctTOMCDEcuPUjjAg6Zlc6IzmF5ZIqJMTm+GLAtEbzSx+dRtxq0/hZujLT9+WhaTAhM3nkarUZHX141ZnasD5nkrnOy0HBzVhIt3w2k5eRuzOpvrADceRtN3wQF2fdswXeeP0xloMWkL09pVSTaUkZOdDU526R/65YmoeD2Othq8XRMTsy72NtwPj011v+h4Pdm8kj60u9jbEBxuTkTsvXifPRfusWdEIwYvOZziMebuvkTTsjmSJW/Eu6dok27cPLyZ+Ohwy7LgC4eJC39gmVvgCbVGA0/dy9UaLfbuXlTpMZ5MOQpzcPYIMuUsQu5qTTEZ9EnmdQAIvXGB4POHqdBxNCv+V5VSn/XHkJD493x+41wcPZPey436BNRaGxr/sgFDfCxzPslOrUGzAfML9eU9qtBs0o4k9+RL25ZQ7qvhHJiZmNBQqdVsHNES9VP38uiQO6jS8axhSIhjw7Dm1Oj7W5IkBICNvRM29i92L3/a6VXTyZSrSLLj62KjCNqzihbTkjdcSEn4rcucWzeLphO2cnFr8sZuj66dYf3QZqi1Nnzy237L8qDtS/iogCcdn3MYFGFdtlo1HStmYd/1SBbOn/dCiQiDwUDND2sRq3Gh+OjFUl/LYJ6ur928fg2t9tmvVkNjDTT68zShsXpc7DQ422mITjASozOR2SXp/dxggjxeDsx+PLTQsW+SNlhKMJjI//0h/lfVn941kvaIfVrDGae5+ijOkqx4os7vpyxJDb1RwcNRS2C/xOTIjdB4Ws0/R+eKftyJSKDL0ovYa9WMb5KbstnMjS3WnX1Iq/nnGP5xjhTnu3hCURS+/OsCnStlSZKEALDTqsnqkTwpnh6ZXZ6dUL7+KJ6WJX1oVsybY7ej6L3yCsX9nSmd1SVdx2455yz7rkXw2yf5cH/cy2FE3Rw0m3WGH7bcRKWC6Y/XxetNPIzRM/DDbFTL7c6WS6H0WnGZ0lld8HeTIXFTI4kIIR4zRIVy8vtG6KNC0Tq6oLF3xhgfjTE+Blv3pJVvxWjAIUseCn1trnCXm3AsyXqTPoED3fITUP9/ZGvU+5nnVGmSXoK310/h/s4FmAw6bJzcE7d7apioogPNY7pe+K0rusiHFOo1B62DC2cnJB/SSUnHpGaKonBu4pf4f9w5SRICQG1jh73Xs29wqbm7ZRYJYffQODgTc+s815aOIXfr0XhXaEL8g+v4VG6Jd8VmRF89xqU/e+OcsziOfvlBMWHvlc1yHI2DC3H3r6Z6LufsRbi9YRq6yIfYunoRdnonhpgI3PKXJ+HhLTS2DmRr0g/nnMUJ3vUXF6Z1puyvR5L0ahHibaYoCga9Dq2NLc5unnz71+4kcyzkK1WJkUsP4OjihsloxGjQo7W1S7Fbbb5SlSy/dx/3FwlxsVwI3J1ij4i/Jw6j1ufdOPzvSopWro2jixsPbgVx79ol7l+/zKk9m/h+VdLyURcXi/PjIYNUKhU1W3Zi6+OeAwA1W3bCZDSgVidWMjuO+RN7R+ckiQiAPtP+Sd4jIh1s7R2o3eZ/bJw7kU7fz0x3b4e0rJ85loC8RSj1QUMuHEnsCabRatDaJq2Q2tjaoYtP/cWlPiGeBd/3os3gX7F3SrkCbTIa2fPPPPr9vtay7IuhE5Ns07DzQLYt/oN67fpy4chuwh/coei3G+ShNgNy9MtLzvYTOT26Hlm8vXD7T01dURR0BhO2WjUeTnZsHVI/Sbf6Cnkzs/PbBrg62GI0mdAbFey06hSv9Qp5E+s2c7pWJzbBwN6L99EbTdg/Y8gjB1sNv205x+ydFwEolzv1yf8+LOKHslRh+9k72NtqaFE+J7+1qwKYJ3xuWjYHh648YMw/ieVErM6Ap5P5enFxsKFu8azM2HbBsr55uZypnjNpvFq6fliIKZvPML19FWy1L59g0arVyY5jb6MhTmd8xh5mGrUqWWtmOxsNsToD8Xoj/f86yNhW5Z+ZZDCaTCzce4UVvV/N0Jki41EUBZNBh1pri72LB00nbE0yx0KWwhVpPnkXtk6umB43SNLYpHwvz1I4cWi2j4bMwRAfy91TezEadGj/cy8/PGckhRt24uqeVWQtXQtbJ1ci7l4l/NYlwm9f4WbgFlr+kXQYM0N8LPZuj+daUakoVL89Z9YkzntUqH57TEYDmqfu5TX7/YaNg3OSRARA3e+WpdAjIm1aOweKNunGyRWTqdnvd8swU69K6PVznFw5jfrfr0y27sqOv/ErVhVHj7QbgimKwp5p/SjV6hucfQJS3MYzR2HqjvqbgzOHsWdKb2oNnoPJaCT48gm+rpfjZb+KsJIaud0YuiEQo9GIRvN8958dO3Zw785tqa9lUE/X13bu3EmtWs++N2dysmFf71L0XnmZLK52FPd34vjtaB7F6KlT0BOdUbEkBwLc7SmS5dlJ1F1XwvF01LL42AO6V/F/Zi+pf7sn723gP3w/m7oWI2emlN+B7LsaQd9VV3Cy1eDqoKWkvzNfVw+gXsFMaJ9KaNQvlInCvk74uqZe5qpUKrpX8WPG/ntUzumGSxrzWrwKO3qWtPzu727HjsvhrD/7KN2JiKkt8rLwSDBD1l2lTDYX/FxtGbz2KoNrZeeLspk5eTeGXisuk83DnuL+zpwYkJgo+qpcFtaffcS/F0JpV16Sx6mRRIQQj9m4ZqLMz/u4NLM3dh5ZcM5ZnKig4+ijHpGpdB1Mep2lVY+dV4BlIuSUhJ3ZhY2LJ8G7FxNQr3ua3YCfCKjfM0mPiGeJvXeFsDM7sXHJxPFhH1B8xEZMBh3np3W2JC0Uk8EyBFRqVCoVAfW6c2fzDNwKVkbrkL5COi33d/2F/8edydnS/LDhnKMY15aOwrtCE0p9n9hV2j6TP6GndvAocD1OzcxdCVVPPUiobeww6VIejuQJt0JV8S7fmJPf1cXBLx8R5/fhU6k5Wid3tE7ulJuQ2MMle7MBPDj4DxHn9uJZ4qNX8l2FsLbgG1f47vPKySYkfjKUz761ia3vTEYDRoOenzecwy1T0gdoRVHQxcdaegTcDTrP3xO/5dN+P2LQ67B9ak6CvasWcDfoAl1/nkdCXCwla9RHnxDP6b3/Eh8bjV6XQO+pK/HwSTopfMSjYALyFWHFlJEc2bISxaTg4Jw4nEl8bDS2dg580meMZZn9M4Y9mNrn0yQvHh7euZGufy+Aas2+QqO1Yfo3X9D153mW+RZedI6Iu1cvsGfVfIYv3pdsnZOrB1FhD5Msi4+NTjMBsvbPseQoXIpiVZ89Xv2FI7txcvPEL1eBZ27j6uFNeMhdAK6cOIitayacshd75vbCupyyF8PezYvwiAj+O6dyUHAkH3y/PtmD55MJpJccCLIsM5gUDEYTx35oZhn65wlFUYjVGSw9Ai7ejeC7FUcZ/UmZVHtEdPqgIJ0+KJjiupSoVCqqF8zCoSshZHK2Q6NSYTSZMCmPh2lTqVA93u6JB5HxZHZ3pPucvRy5ar5unOwSH1mi4vX4uDrQ+cP0xfFF1bzYaNR0mLGbPztVs3y3F50jwt3Jlsg4PXqjyZIEio7X4+yeei8FDyc7HkUnHUIgOl6PrVbNr+tPUSJ7Jsv8GSnZezEYT2db8vu5p3oe8faKuBPEyl41k71QNzye0+fStiWWZSajAZPBwOezjyd7Ga4oCoaEWEuPgLAbFzk0ZyQVOo5O1iPi4pa/CLt5kQ8HzkQfH0v28nUx6OK5dXQb+rhojPoE6ny3BKdMSV+qxIY9wDNnYQ7PG83VvWtQTCZsn0qYG+JjOGLrQPn2Iy3LbBxSvpdvHtMGzVPPSlHBN9Pxr2VW4OMvUGu0bP2pPR8OnGkZdupF54h4Qh8fw/ZfulC8+f/IXCD5UCpXdq2gSOMu6Yrx4r8LURQTheq1f+Y2KpUK7zzFqd57Kks7lyUhOgK1xtyz291KY4/vvxZBn1VBHOpT6o3s9yIOXI9g0NprPIrV07OqP10q+aW9EzD30H0m7LqNo62aXxrlpkqu1zN8r7uD1jzZeFwczs7pG8LriX379mHv5iX1tQzsSX1t7969qSYi/s/eeYdHVXRx+N2Wvuk9JCQhDQgQCDX0jtKLdBEEQVFQQBAVKaKIgAJSFQVEepEuVZr03lsakEIS0utmN7v7/bGwIaY3it99nycPe2fumTt3Se6dmTPnd54nU6UmRaEm8+nmhWtR6VyOTKdbLVu2Xo2jdx27Ih0RS09G8XFLV46HJLP4nyjGt86/aVSZo0EiFiEWUWwuhxy1FrVWt2lFpdawoKcXO27oxl5yIynLT0Yx/qkMVKpCjbmRBI0WzI0keSIpCqOdrzVSsYh31t3ltwG++qTZ5ckRURpsTWVEpmQXf+JT7OUGjG/tyqmwFPbdTqCJhwWPU5WMbu4CQDNPC7r427Dt2hO9PNO/rxeTqqyw/v9XERwRAgIFoFZmkpOZglqp262aFn6NtNDL2DXqRtyprdg16V2kIyJq31Jcu35M0s3jRO5ZjFuP8RXWN61GTcjvn+HQYoAu6XO1ekTuXUytiZtQpSUik+ukB7TqnHwRF4VhXacdIrGU2wveofqY35CZ6ULnypMjQpn4OE/Ca7OqtVAmx6LOzkLyr51YBua2KBIikRgYIzYwQpWWoHeIqBXpeXaDFYRIJKLa27Nw7foxidf+JuXuaVyLiEQxkNuQnVS8JIqAwOuCo7s3y87E5SvfOPczAPpP/L5QW0VGGo8f3Ofh3Wt81tmffhNm4eThx6Z5n6HITGfSr/uwd/Xkz0UzkD2d4N88dYj1cyYyduFmjEzMMDIxw8LGnj8Xf42bXx28AhqzdtYneXbpPyMuIoxmPYbQpHN/enwwhe+GtaPH+1/i37Q9odfP88vn7/LGsHEluu+P5m8qU0TEM5p2G4REKmXxuP6M/mEdhsamZc4RcfHQdtKTE5nSU9cHjToHlVLBmBauzDtwl4yUJBJjIrF21C00Rty7Qad3PimyzfP7t5CWFM+YFrpJhlKRycVD2wm/dZHBn8/XXffgduq1yStTM+udtrz//e/6a4VeP4+No66N7KwMZKaW5UqcWBpS7p4mdOU46s0590LsykLKvTOE/zEZVVoCLm+OwbljyRaXYo6sJnL3fMQGJlQbOheL6s0qpD8ikQiZqSVqtRLI63DwcrTg0aKB+WymbL4AwDd9C885kq5QERybwvVHiQR+uZ0ZfQLxdbJkypYLpCty2PlpRzzs5Hy740qFSTNlKnOISszAzUc3Wdt/PZKWX+9hZFs/VDkafj12D6VKjb1F7rggPC4NZ0sTlg5rRlqWkg6z97FoaBD+VazZffkhP+y9wTstfAq7ZIH0D6qGVCJiyLKjrBrVElNDWZlzRNibG+NsZcKl8Hgae+kWgG9EJFLXvWhN4ICqNtyMSCRLmYOxgRSFSk1ITApOlib8eSGc+PRsvMbpFpqzlGp2XXrI5QfxzBmoy5m169ID3gxwK+oSAq85llW8eHdbRL7yMyu+BKDJe98WaqvMTCc5MpiEsOtsHF6PxsO/xtLNlzMrvkSVlUHX2bswd/Lgwppv9BF6EZf+5vTPX9Bx6jpkxmbIjM0wsbLnwppvsa1WC4fqjTi5dCKdv9mW73qpj8MxtR2Ed+u3qD/4c3ZNfJPAQZ/hGtiW2LsXOTJ3JHX6jC3RfXecsrZMERHP8Gk3ALFUxsFv3qb9F6uRGZmWOUcE6Bw5JxZ+jIm1I/X6f5qvPj0+mvjQG7gGti1R/0KObyM+5DprBujk9tRK3aLYk+Cr1On1IY8uHNI7bCQyA0QiUV6ZyZeUEqChmzmHPyj9InhZ7UpLQoaKYevvMSrIie61bBm9JRh/J1OaehTtVDgWkszMgw9Y+pYP1iYyxv4ZzN6RtbA2qQTJu3L836WnpwvjtX9f6xUdr6Wnp5fY5kRIMtei0knOyqG+q5wPmrnQd9UtetW25edTUXSqblOo7dqLMTxJV9G/nj1tvC3ptPw67Xyt8uVqGLL2Dhci0jCQ5P/deV6aCXTyTJ42xhwcXUcvn/TMEQHw1/u5kRUuU09zZWIDfU6JktLK2wqpRMw76+6ycoAvtmYG5coRURiRyQo+3BLMjhH++r+bSxFpxUZDaDRa3ll3h0V9cuWYZBIRErEIrVZLerY6T96OJ+kqrE2kXIpIY/mpKFb0120GU2u0XI1Kp0kxzyABwREhIFAgyTdPkB5+DVVGMubV6lPljQ+4Macvdo17EbX/Z2wDC98pF3NsLcqUJzg0749V7TZcnd4J64B2mLkXPyArTJrpecLWfYVYaohtgy6kP7iBa/dxiCUyMiJuc+P7t6g/5zSq1ARuzX+b2l/swMCiaNmEZ1jVaoVI8tQZMXYlBua25coRYWDthEap0B9nJ0QiNbVElZbAzXkfUvuLHfoXRGroJcyr6RbvzNzrkBZyCWN7dwAyHt7E2KlavvYLvKalAwlX9uPU+m29pFT8xb9IuXeGaoNmApCTlU5G1D2MbAvfdSgg8P/CuX2b+XXKe3jUDKTTOx8T2LY71o5VWDNzLK6+ten54VR9DgaVKhuTp3kPPGs3YOR3q/BroNNt16jV/LXqB07t+oPJqw5haefEnXPHmDvyTYbP/AXHqroFhqz0VCLu38C9egCgy0kx/OtfmP9hTzoM/pDDG5Yz6vvVmFkWPgh/nvJERDyj8Zv9kEhl/PRxXz76cQPGZuZlyhHRbuAHBHXNXSAOu3GBw+uWMnL2KgyNTanZpC07ln3L0GlLOLdvM4rMNNxr6HYLKjLTkUhl+mTSz5j023406tyktVvmT8GzVgOCug7Sl908c5hh05flsXOuVp01335Mt5GTefzgPgfXLmbg5Hm5J7zARIfm3g2pPaPwSJKKtistqrQE7i0ahlOHUdg26k7wz6MxreqPhV/ReYSSbx7jweaZ+IxaikxuTfCKsdT6ai8yM+si7UpMBf8fbTsfzuhVJ6nnbstHHWrSpa4bLtamTFh7Bv8q1nzRPQDp09392TlqLIzLJ3HyLGf8gr9uEOTjyKi2fqw4cpdOtauwaGjudzu8tR+n7sXwzY4rANx/nIIWrT6XgtzYgB8HN+adpccY1bY6K47eZcvH7TAsg6OkTyNPZBIxg5ccZc0HrZAbG5QpRwRA57puzNtzjfUfteFyeDyXwuP5ZYTueZipzEGEThbqedzt5Hjam/PTgVt81rUOSw/dwtPeHEdLE3Z92pEcdW5y3unbLhHoYUv/oNzxz5Fb0fz0ThACAv8m5Ng2jv74AfY+9ajd6yM8grpiZufCP4vHY+NZiwZvf4H46eYktUqJganuXW7vW582k37BubZuUU6jVnN16wLuHV5Ptzl/YWrjSNTV4+z5ogetxi/F0kX3+6jMTCMh/Ca21XSLSGKJlFbjlrBvWl9q9Xifm7tW0PazXzEyL9nzsDwREc/watUHkUTKga8H0WHKHxiYyMucI+LKxh+IvXuBbt/v1efKEEsN9OONqCtHsfOuk6/9HEUmiET5pK/aTPxZ73wA9BJWdfqMBa2WO9+8jbmzJ66Bbbm4dhYuAa0wMJGjyir54mZlIJWIkJdwU1t57Douv86jJEW+8oU9vejgV/jv0J/X43GQG/BJyyqIRCLGtarCxstxxToi1lyIoU+APR2ftt3B15r9dxIZGOhQpN1LQRiv6fmvjNcmtXWjhqMpu27Gs/NGPFej0ulY3Zq3Vt2itbdVoRFQe27FM2P/A7a966/PrzCtkztv/3GH9e/UoKZj7vNo49CaBbZRnDRTZdLM0wKp2O1pZIQfjuYGZc4RURguFobEZ6iYffgRnWvasPdWApcj05jb4+m7K0eDUq3FzDDvGFIsFmEkEzNuezAz3vDgRnQGV6LSmdO9GnamMiyMJUzYEUIHP2tux2Sw+2Y8696uga+9CafDU/n1TDSBrnLWXowlLVtN15olm8f+PyM4IgQECsCt1yTMXGvw5PwunpzfSVr4VWzqduTmnLewqtUaaSFOgvgLewjbOIPak7fp8yt49J/GrflvU3PCeszcCn4pPKMk0kx2jXtiZF8VRbxux5TEwBhNjpLglRNw7ToWqYkFUhMLLGs04+7SUdSatLnEkRGWNZrlOiPG/IahlWOZc0TYNerOw+1zMbB2Ao2aB1tnY9eoO4Y2LqhS43m4dTa2DToTf3EvaaGX8R46FwDb+p2J/Gsp1nU7oEqJI/7iXmp/rtNm1agUaDUaJIYmBV4zLfQyaSGX8BmxQF9m6laD4N/GIfcIwMi+KpF7F2No5VhhOyEEBF5lNJqiNctrN+/EtI2nqeKd99k0+MsF+sTK9y+fJis9hdtnj9Cyt05WwERuSUDLN8hMS+Hy37v4e+NyNBo145ftws7FHYCxCzezasaHTO/bhBa9hzFw0lxO7V6HV0ATfb4DlTKbxNhIbJxc2fTD53jUDCQ+6gEmZhZY2DrkkWx6dj+q7Cw0T/PfFBQR8Xy+jJLSoEMvxBIp+1bNp9eYaSW2ex4TuSUmckv9cXz0I6SGRtg66yTy3vpkJj+8341xbT3Izsxg2PSl+jweP33cl7qtOtN+0Id52rR2cMlzbGhiipmlDXIr3QA3LiKM5CeP8fDPGwnSd9w3rJo+mnmjuiC3sqPPJzNp+pzz4kUikkjLJPlXWrvrMzqieJJ/8cprxEKsAzoUahd/9k8MLB2o0vUTnVRh13HE/bOx2IltzNE12Af1wbpuRwCs63Yg8fJ+HFrkj1Z4Eag12iLrO9Ry4eiULtRwyZsscO7Axoifbo07GxxLapaK47cfM+S5iIMctYZBS48iFRc92U5TqPT9UKl18k5f9MjV6tUCu6884vT92Dx2ihw1Lla6CfQfJ4Pp+Jw8UbpCRXKGElMjKV9tvUjrGs7cjkpCC9ibG5XakdC9vjsSiZifDtziy+f6VlrGvVGLXvMPUXPSVjIUKj7vXheHp1Edn60/h4WJQYHRKXMGNmTQ4qOsOnYPRY6adaNbA+BslXdB09RQio2ZETZmukl6+JM0YlKyio26EPhvUty73K1hB3r/dAxr9xp5ypuNnqffWf/41hmUGWlEXjlG9TfeAcDQzIKqDTuizEgl/PRubu5egVaj4c2Z2zB31L27Ok5dz4mfxrLtoxZU7zSEoFHfcf/wBhxrNMLgqWyiWpVNenwUZvZVOPPrV9j71CMt5iEGJuaYWDtgYJL3Wa7VaMhRKvS57AqKiNBqtahVylLlfajWvAdiiZRrWxfSYMiU4g0K4cbO5SgzUtgwPPcZUW/ARH2S8Ojrp3Dwy//3fXLZJAzNLPJFrphY5V3gfuYIelbebvJKzqyYwrmV06hSrzWtxi8pc99Lw+2YDD7aFkxsmpI+dew5GpLE0AaOvNtYJ8NVkMTSpitxbLn6hJ61bJlzRDcX/a6LB2/WyF14K6000+qBvnkcsc+wNS36+X47JoMgD3P9xrYAFzNmHSreiXU7JpMv2uc+S+tWMePsg1QGli6o9j+HMF6rXMZvD+FEaDLBT7Ko7WxKdo4WNysjAlzMCH6ShUKl4eKjNHbfjKetjxUmBrrF8sQMFXOOPGLLlScs6uOdJ/qhb117Qp5k0eu3m8x806PIxNGlQaXWotFoyVKqMZCKkRQw/stRa8lUqTEvRd6Hxu4WTH/DnblHHvFDD68K6evziEQiVvT3ZcKOEH45HY2PvQnrh9TA86njZfuNeH49E82h0QH5bL/vWo1Ju0Jpt+QqrpZGrOjvi9tTR8mv/f2Ysf8B47aHYGogZkoHd1p4WQLwSz9fPt8TxqxDDwlwkbN5aE29/JRA4QiOCAGB57j/23iSb50gMzoYM/faaFTZGNm6IfcIICs6GLVSQWrIReIv7Maqdlv9grgqLZGH2+cQd3ILPiMX5Yl+cGjWl6zHIdz4rheeg2bi0Kyvvk6r0ZJ49SDnxweizkoHsYTIvxbrBugZyZwfH4hGqcCyRnO9jbm3buCbFfsAtBq0GjXBv03A2LEaLs+FJ3oMmM7V6Z14+Occ3N/6osTfgYVvYzwHTOfR9rl4v/tDWb9K3LpPQKtScnNufzTZGVjVaoN73ymIRCKqf7SC4JUTiDr4CybOPvhPWI+xoycAjq0Gk3DlABfG10eTo8SxxQD99xmxdwkZj27pk4T/mwdbZ1Gly5g8OxyM7d3xGjaXB5tmokpPwqJ6U2pOWF+s3JOAwH8BZbaiyJBuYzPzfE4IQO+EADj71yaundhHtdoNadChd57zHoff49D6JbTsNYwWvYflWfw3MpXzwZw1nD+wDe3TRZTszAza9h/FxUPb2b1iDtmZ6XjWqk/HIR8zduFmbpw6xI1TB9m57FviIsJo3fc9Bn6Wu5M/R6Xk9J71HNvyG2KJlAUf9crX97nvvYl33Sa89+1vJf+igMC23Qhs261UNkXhV785fvVzn932rp58vfUcwZdPY+9WDXtXT33dpBXF61UDvDtjeZ5je1dPfrmQlO88E7klH/6wPl95ZZARcZvgXz5CmRyLfdM+JN04imOboTi11TmtCgrZjzu5iSent2DbqCcRO+YA4DH4O2wC39SfU9pQf9+xq9E+Fz3yDJm86IXbjIjbmPsG6f9OzDwCeLRtVrHXy4y8jW3j3HermUddUu+fBV6OI0KhUhepACE3NqCGS/4FPfFzk8st58M5eD2S+p529Kifm2NKKhGz8aM2eZJbF0TgF3+iytEtLKo1+fNMZKvUdK3rliciAuDUvRi+3HwRAGWOmnda+PDr0busPn4flVpDkI8D3/ZtQG03G/ZeecT2Cw+YsvkikYkZTO8dyOj2eRdfi6NLXTe61C2fxJG1mSEHP3+DM8Fx2JsbUf05B8+/7+95Aj3sOPt1dy6GxVOzihVOVgVvrPh3Gx52ch4vzS+VKfD/gTpbUeSuWwMTeT4nBJBH3ifk6FYeXTiAvW99qjXrkee8pIj73Nj5M9U7DcGv45A8i/8GJma0m7yS0H+2o1Xr/r5VigxqdhlB2MmdXNn0I8rMdBz8Aqnd6yM6Tl1PxKXDRFw8zMV1s0l9HE6Nzu/SdNRsfZuaHCX3j2zkzl+rdZsApvfL1/c9n3fHsWZj2ny6PF9dUXgEdcEjKL/kWml4Z2NIkfWtJywtsLzVuMUlav+ZQ+MZVeq24q2l+SUhK5vJe8Lo7m9LO18req28xdrBfnjbFfxMep67cZnsu5PIjuE12XA5jmn7H+RxRJQWJ3PD4k8qgPRsNT52uTu75YYSYtOK12ZPy1brFxgBzEpo97ojjNd4avdyxmsT2rjyXVdPvbzPn9eecDQ4iYXHI8lQqtk9shYxqUqWnIzicaqSkUHOHLqXyOgt97E3M2DruzWpWyW/w+eLDlWxNJby6c4QLj5KY073gpUk0hS671xZgNPv3yjVGrJzNLRfdo24NKXeEWFuJKHuXJ0UqEYLtZ1N2TKscLnygmjgZk4DN/PiTywBE9rkH8vVcDRl3/v5JZ8A+tW1p18hzhprUxm/Dig4317DqubsHVWwuklTTwtOjC37xpb/VwRHhIDAc1TtMQGvId8hfprwNe7MnyRdP0rEroWoszOoM2U3yuQYIv9aQnbiY1w6jiTx6iHuLh+NgYU9tSZvRe6Z/0Hk/tYXSE0tCV71KakhF/EeqnuRa3OysQ7ogN8Hy/LZPCP25CYSruSXR1JnpaJRZaOIe4BamYnf+3l3z0gMjPEe/iOK2PBSfw/m3g30Do+yIpbK8Og/FY/+U/PVmbrWIGDavoLtZIb4f7qR1JALiKUGeb7Pqj3yJ517nlqfbS2w3K5hN+waVtwCo4DA68LQqSWbFBfFkCkLgYUF1lWr3ZAZm/Mne32ehh1znRedh+u0llXKbLwCGmNp55Tv3GfnZ2dlottDncuKi8kAdBmRdxL/umBobIp/0/YvuxsVStgfk7Ft1B2rOu24NbsXfp+sxcTZu1i7zKi7JF7eR83JO4j7ZwMPNk7LM7EtLYZWTsWfVADqrHSMnXN3/0uM5SiTY4uweGaXhpFt7gRIYmRWIrvKYv7bpdNUL4gfBjWGAgJn9n32RonsL83KdQzO6tcwX/2EzoVM4nwdOfaVbuHw+wG6fAjVHMzp2cBdHxHwjIFNvRjYVLeLLl2h0ieLfhkYSCW0rF763ztLU0Pa1XIp/kQBgae0GLug3G00/+gHoOANRg5+9emz+ESR9tWa99R/rttXl8dJrcrGoXojTG0c85377PwcRSbaf73LR+zUPSvr9St6XC9QudyKyWR+Dy+q2RrjY2dMVIqyRAuEWUo1C3p6YWsmo19de5acjH4Bvc2PRCzKk9PHUComS6Up1k4qFuXRzi+p3euOMF57aveSxmsuFnkdbr3q2NGrjh1arVbvXHG1MmJ211xHQmsvK77q6M5bAXYYFyFJObq5C82rWSAvIjpBbiQl6uuSyTsu7qP7noc2Ktv/lYBAcQiOCAGB5zC0yTsxtG/SC/smvfK8IIxsXfEakrurx6pWazz6fYV907eQGBSut1flzdFY1miO5LnwZKc27+DU5p0i++TQrB8OzfLvFLKu006fDLrGmIJ3/ppXC9TnXnidEInFWPg0etndEBAQqCRkBob5nBD/xtC4+F15Ai+fzIhbeL07H2PHahg7+6BMjCqRI1udnYXX8AXIzG2xb9aP6H0vRori34gkkjzJS8UyQzTKrBLYSRGVwU6gZJgZyTCj6MhFMyMhslFA4GUikRnmc0L8G6mR8C5/VfGwNuJSZBrWJlLCExV425VMN97LzgRbM93zt6BkuKWlrDkiLI2lJGSo9Mfp2WpkJeiPpbGUhMzcHfkZJbR73RHGa6Wze1EUFbkulYgY0qDoZ+wzav0rYbWAwKuM4IgQECgBRb0gRBIpTq2HlKgdM/daFdUlAQEBAQGBl46RvQdpoZeQmlmjiAvHuAS76wBMnLyQmevC8J+fIJaVsmoOS00tUaUl6I/VinREkuIXuKWmluTkscsokZ2AgICAgMDLRqvV4m1nzNS/HjBpVxhDGzrmSXZbFHLDwndml4Wy5ogIcDFj+414/fHNmAwczYsfT9RxMeVSRBrNPXW5Om4+zsCpBHavO8J47ZmdMF4TEHjZCI4IAQGBV4aMqHug1WJapWB9PgEBAQGBVwetVouxkzcPNkwl7PdJOLYZiqlr/pwjBSEpQ0LEoiir5rCZewDx57brjzMe3cTAqvjdZ6budUgLvYTF0xxOOrv/zxD2U/diGPv76TzSTJVpVxZO349l4vqzJKRl8/Eb/nzQrvi8EmqNhskbL7DtfDhqtYbeDT2YM7AR0ufkoDKVObT4ejfTetWja72qRbQmICAg8OoQGq/g/MNUdgz3R24kyScb8yIpa46IDr5WfLk3jBOhyTRxN2fZyWhaVbMEQKPRkpatxtxIkm9DYZcaNkzeE0a/unZIxSI2XInj6zfcy3kXrzbCeO3/c7x2OjyFcdtDODe+dAoZZbUrC2fCU5i8O4yETBVjmldhVFPnEtmtPveY+cciMTEQM7e7F82eOhafsfxkFHfjMlnQq2CH24VHqYzdFsyZca+fesh/gZcnrCogIFAgyXdPc+HT0ssSldWuLKTcPcOlL1pydow/UQd+LrFd9N+rOfdxHS5MakLy7dykbOrsLK7P6sntBe9wc94Arn3bHY0qf4iugIDA68Hdi//wWefSJS8rj11ZuHfpJFN61eeTNu4cXFv6XBpPIsMZHVRw8t6Qa+eY3LVgPfxz+7cw572ya+u+SihiQkkNPo//5B3UnX0K9/7TX1pfDK2cMLJ1zfcjMSxaasIqoAOpIRdJvn0CTY6K6H3LsKzZCgCtRkNOZgpabf6dmjb1uxBzdA3ZSY9Rpjwh7uQGLGu2rIxbe+Vp5GWvz/HwIuxKS3yagreXHqVnAw/+mtSJbefDOXkvpli7n/bf4mZEIvsmdWLPpE7svx7BhtOhec6Zu/saHnZywQkh8J8h+sYpNgyv98LsysLjG6fY8kEQawb6cn1H4Xn2nkejVnNy6URW9/VgZW83Tiwah+bpYqgyM50TP33C2rdrsGF4PW7uXqG3y8nO4vDsd1nd14M/Bvlx9rdpaDWvfz4BTxsjbExl9F51iyYLLlNt5lk+2x32srtVKqxNZUzr5M6QdXcJmHuR0IQsPm6pk1mOSsmmxuwLpCrU+eza+1rR1MOCZj9dpfGCK/g7mvJm9cIloP4LCOO1/8/xWkM3cw6PLjhxc2XYlZaEDBXD1t+lRy1bdr1Xi+3Xn3AqLKVYu2PBScw88JA53arxU29vJu4MITEzV6Zt05U4Zh1+WKi9Sq3hs12haIrP2y1QSQgREQICrxgW3g2pO/PwC7MrLarUBG7/NAyXjqOwa9Sdu8tHY+rmj2X1pkXaJd04xoNNM/F9fykyuTX3VowlYOpeZGbWRO5bioG1E7U+/xONSsHVGW/w5NzOAnNjCAgIvPp4BzRh+qbTL8yutKQlxbN4XH86DP6Ihp368PPkd3HzrY1fgxYlbuOPWZ+gVOTXmM1RqVjzzdgCFyoyUpPYOG8yTh6+5er/q4KRgycyuQ235vQmJysNkUSGfVAfPId8/7K7VmJkcmvc+0/j7oIhiA1NkZqYU+3d+QBkJ0Zx5bPGNFh0G6lJ3p1WVnXaY1F9N1e/aAaARfVmWJcjeePrjFQiRm5cermG0tq1/XYvD+PT8pUvHtqUTnVcC7Xbdj4cR0tjJrxZC5FIxIQ3a7PuVAjNfIveSZmYrmDZu81wt9PtBm1T04UbEYn6+puRiaw6fo/DX3Qu8T0ICLzqONZoRO9Fx1+YXWnJSonnwDdvU7vHaKq17MmROSOx9ayFc+1mRdpd27qQhLAbdJ+3H02Okr+m9sXepx5+Hd/m1LKJZCQ8pvu8/aTFRXD4u2FIDY3x6zCY638uQSyR8day02QmxHD4+xFYufng235Qpd9rZbLpShy2pjJWDfTDWCbmTmwmQ9beYUp7N33C2yAPC86Ny+tc6lfXnn517fXHrlZGRM1okuecguwqiyENHGnlZUlIfBaN3MwxfSobVVC/niESiVjU25vhUelkKtU0cTcvUob5v4AwXvv/HK9JJSLkktIv+ZbWruOyawXneenlXWSelz+vPcFBbsAnraogEokY18qVjZdjafqv6IZ/s+ZCLH0C7Oj41IHYwc+a/XcSGRjowOnwFFaefUz/ug4o1QU7jRf/EyU4IV4ygiNCQOAVQySRIi1DCGRp7a5MK1if0ee9hdjULVyfMe7snxhYOuDa7RNEIhFu3cYRe2JjsY6Ix0fXYN+0Dzb1OgJgU7cDCZf249hyICZOXjg064tIJEJiYIyJoxeq9KQS34uAgMCrhUQqxdjMvNLtvh7YnCeRD/KVD5/5MwEtC59knP1rExa2jnR57zNEIhFdR37GPzvWlNgRcWbPBpJiowus27f6x0J3S26ZPwUzi//Orru4U5uQmdviN3YVYgNjMiPvcGfBENzemqJ/H1n4BVFvzrk8dvbN+mH/nKPZyNaVJr9F5TmnILvKwrHVECxrtiIrJgRz70ZIjEwL7dczRCIR3u8tIj18OOrsTMx9m/xnFzJuRSbxwcp/iEnOol9jT/6+Fc27rXwZ0Vono1iQxNLG06FsPBNK74YefLfrKgBzBjaiS103/TmllWZaO7o1qgImlbbmRsX2v6mPo/7/p56HDd/suFzs9Wb2zZvEMzQ2le6BusgHrVbLp2vPUt/Tjoth8Shy1PhX+e/8bQv8/yKWSDEwKf08pLR2f37chrTY/DtWW41bQtVGnQq1Czm2FVNrR+r2n4BIJKJu/0+5d2hdsY4IRWoirT9djrmjOwCugW2ID72BWpVN2MmddJu7D7mDG3IHN3zbD+Lhuf34dRhM3P3L1Og8DFMbJ0xtnHAJaEHq4/AS3+erSpCHBdtvxNN2yTUUORpcLAz5vF1VvRPidcLNygg3q6LfAwUR4PL/k9xXGK/9N8drt2My+GjrfWLTVPQJsONocDJDGzrybmOd9FRBEkubrsSx5UocPWvbMedv3VrQd109ebOGjf6c0kozrR7kV6Y8L7djMwjyyHUEBlQxY9ahwiMZ9HYxGXzRITcSta6LGWcfpjIw0IFqtsbseq8Wi09EEpGcnc82ND6LX8885ud+vkzYEVLstQQqh9fvTSMg8JqTEXGbez9/hDI5FvumfUi6fhSntkNxbvcuoJNYCv51HA3m5b7QY09uIvbkFuyb9OThn3MAqPb2d9jWz11oK8iuKGp8UjZ9xoyI21j4BelfGHLPAB5snVXs9TIibmPX+Av9sdyjLin3zwIDsWvUXV+e/ugmyXdPU7XP5BLdh4CAwIsn4v5NVnw5nOQnjwnqMpCbpw/Ruu97tO3/PqCTWFo17QO+33tTb3Nq1zpO7V5H4zf6sn3pTAAGfz6fwLbd9OcUZFcUYxZsQp2jylcut7Irtv9+DZrrn2MeNQPZ9tO0El0zPTmBLQu/YvS8dcwe1j5PXczDYA6vX8r7369h9YwP89Tdu3SSm6cPM2jyDxxav7RE13rVsfALIv7sdq5NbYtGqcDQxoWqvT8vkzP9ZWNk54aRnVvxJ/4LM4+Aiu/MK8bE9efoWd+D9rVd6DbvIBs+aoOvU9G71QDuRiez9+oj9kzsyLpTIXy1+UIeR0RpcbIyKZNdmkKFz3P9NTOSEZOcP5qpKE7ei+FOdDJ/jG4NwI6LD7j8IIFeDdwJiU3h251XGNW2Oh91KJnmtoDAyyIh/BZH571PZmIM3m36EXHpb2p0fhf/ru8BOoml4wvGMOC3XGfd/cMbuP/3Rrxa9eHi2u8AaPrBHDyCcqXVCrIrio5T16Ep4P1tbFH0PCQx/BZOtZrp39/2PnW58PvMYq/X5L1v8hynRIXi2awHyoxUNDkqzOxc9HUisRiRWLez3qqqH/cOrsPBryEZCY+JuHiI1hOWF3u9V52q1kZsHio8r/5fEMZr/83x2uTdYXSvZUc7Xyt6/XaTtYOr421f/Fjpblwm+24nsGOEPxsuxTFtX3geR0RpKWuel/RsNT52uf2VG0qITVMWa5eWrcbNKveaZs/ZOciLjrT9bFcoH7esQlWrl5cXR0BwRAgIvHBCfp+MXaPuWNVpx43velFz/FpMnAtOovM8mVF3Sbi0j9pf7CD2xAbCN0zL44goLYZlTNKkzkrHxNlHfywxlqNMji2BXRpGtrmDBomxGcqkvHb3fxtH3KmtVO39GSZOXmXqn4CAQOWzdtYnNOzYhzotOvH98E58vGgbzp7Fyw1Fh97m8pFdTF55kH92rGHTD5PzOCJKi5V9yRKa/RtFRhrOnn76Y2MzOSnxxWvGA2z68QsadOiFV538OXn++PYTOg+fiF0V9zzlKmU2a74Zy8DP5mEsL34B93XByK4qNSduftndEKhkbkUksuidIKo5mOPrZEFUUgaNvOyLtctU5rDonSDszI0ZGOTFogO3XkBv8yMVizCU5qbFM5JJyFLm34hRGBnZKsavPcunnWtjK9ftuv3jZDDd6lVl+XBd8sv2tarQe8Ehhrbwwcyo6B2AAgIvk5NLJ1KtRU/cGnZg92dd6TR9I1Zuxb+/Ex/eJfz0Hrp+v4d7B9dyZsWUPI6I0mJqU7Z5iDIzDfvn+iszkZORWLL39zOir58k8eEdOny1FiO5Naa2Ljw8uw+/jm+jUmQQfmoXtbp/AEBAn7FsGd2UNQN085Iand8tNvpCQOBVQxiv/Te5FZPB/J5eVLM1xsfOmKiUbBpULT6yPEupYUEvL2zNDOhXz54lJwuOJqlsJGIRBs+NzwylYrJUxefgkYpFGEj+Zacs3m7DpVgUORpGNHYiKiV/tITAi0NwRAgIvGAyIm7hM2I+xo7VMHHxITshCnPvBsXaabKz8B6xAANzWxya9yPyryUvoLf5EYkliKW5nmaxzBCNsvidhSKJFLGsaDvP/tOQe9QhfPO3WNVsiZl7rYrruICAQIURcf8Gw2Ysw7GqN86efiTGROAd0LhYu+ysTN79+mfMre1o1n0w+1fPfwG9zY9YIkVqkPs8khkYoVRkFmt359wxgq+cYcbmM/nq/tmxBpUii3YDR5MYE5Gnbu+vc6ji7U+9Nl25e/Gf8t+AgMALxN1ezoWwJ1ibGRIel5YnuqAovB0tsDPXJZ+UPTdhLCtlzRFhaWpIQnruhDNdkZNn4lscn2+8QBVrE0a3q6Evi07KpF+Tavrj2m7WKHM0RCVm4OtsWeK2BQReNAlhN2n5ySIsXaph5eZH+pMoHGvkd6z/m5zsTFqNW4yxpR0+7QdxbduiF9Db/IglUiTPzUMkMiNyskse4aRSZPDP4nHUGzBRH33RYuwCjv7wAQ/O7iMh7DpqZTZerd8C4OLa73Cs0Yim739PdnoKR3/4gJu7V+gjSAT+m4QnZJGh1FDdwQSJ+L8h4yPw38PD2ohLEWlYm0gJT1SUKBoCwMvOGFsz3XPUQFL+3++y5oiwNJaSkJEbGZeerUZWgv782y5DWbxdfLqSOX8/YuPQmoiFv+mXjuCIEBB4wRjZe5AacgmpmTVZseEYlyAaAsDYyQsDc92AWSQtfVLIf1PWHBFSM0tUaQn6Y7UiHZGk+N1/UtN/22UgksrynePUZihpoVeIO7NVcEQICLyi2FXxJPT6ecwsbYiLCM0TXVAUTh6+mFvrZJOksvI/x8qaI8LUwor0pHj9sSIzLc/CRkGoshX8MesT3v5yAYbGpnnqUhOfsGPpTMYv24VYnHeBMzrsLv/sWMPUDadKcEcChZFy9zShK8e9MB3isqLOzuLa1DZUfWsKNvVf/yTGWq0WXycLvtx0gQlrz/JuK98S50KQV3BkQFlzRNStasO2C7ma7jciEnG0LNlkfeWxexy7Hc3hLzvnmbg6W5mgUKr1x5GJGYhE4GBhXKJ2BQReFhbOHsTdvYCRuTUp0WFYufkUbwRYVvHG2FL3/pZIy/+3XdYcEYZyKxSpufMJVVZ6se/v5zm9fDKmdlWo3WO0vqxK3VYMWHmFlKhQ9k/vR62eo/X5LkKObaPr7F0YW9phbGlH3X7jubT+e8ERUQSnw1MYtyP0hSWsLit7biWw+nwMW4flSlRpNFre33KfixFpSMUijGUStg2ria2ZEOlWUl6X8VrCxT3EHFlNzUlbX3ZXyoRWq8Xbzpipf4UzaVcoQxs6UtPRtHhDdBJIFUlZc0QEuJix/XrufOzm4wwczYt/ntdxMeNSRBrNq1nq7YqThzoSnExCpooev94AQKPVOTCqzzrH4dEBuFgKUk0vEsERISDwAtFqtZg4exO2fiohqyfh1HYoZm4l0+eUVLCGY1lzRJi5B/Dk3Hb9cfrDmxhYORZ7PTOPOqSGXMKyRvPn7HRh2fd+GYNr14/1ckwiqQEiUcW+IAUEBCoGrVaLs6cvG+d+xpqZY2nTbySuPiVzGhqZVuxzrKw5Ijxq1OPc/i3640d3r2NlX7RMRNjNizyJDGf5pHfy9qGFK+0HjSYtKZ7Zw3ROXK1WQ3Zmur4uPTmRKT11Cd806hxUSgVjWriy6EREvusIvN5E7voBI3v3/4QTAiAkNpWzwXHsmdgRc2MDXKxLNsmtDMqaI6JjnSpM3nie43ceE+TjwOKDt2hdQyfrptFoSVOoMDeW5UteefJeDNO2XmTth20wMZCSrlAhEYswNpDSs74Hiw7eoparNZYmBnyx6QJta7pgaSpMZAVeXbRaLZauPpz+5Qv+WTyeGp2HY+PhXyLbsiSwLoqy5oiw8w4g5Pif+uOEsBuY2BQ/DwG4vXclkVeO0XPB34j+tWlAamBESnQoIKJWt1H6cq1WQ1ZK7kJZVlIcWk3xEiACrzbHQpL5ZHtIvoTVW6494Um6inPj6iERiei/5ja/X4hhQuvCo+4EXj+Sbx4j5LdPXuu8EaHxWZx/mMaOEf7IjaS4WLy88UdZc0R08LXmyz3hnAhNpom7OctORtHKyxJ4Oj7LVmNuJMk3PutS04bJu0PpV88eqVjEhstxfP2GR5HX6lzDhibuubJVj1OVfLDlPjuG+xebV0Kg4hEcEQICL5CsmFBS75+n9hc7kBrLMbRxKd6okihrjgibuh0IW/slybdOYO7bhKh9y7DybwWAVqNBrUhDYmye74VhW78LoWsm49C8HyKxlNh/NuA58GsADMztCP5tHN7v/ogy9QnxF/dSc9yact2fgIBA5RDzIJjgK2eYvPIgxmbmWDtWeWl9KWuOiDot32Td9xO4fe4oPvWasf/3BdRs0hYAjUaDIiMVYzOLPM8xT//6fLf7ep52JnepxbSNJzGztCGo60B9eVJsNL98PozPVh7A0NgsT13YjQscXreUkbNXlanvApWHMimGq1+1LrCu7uzTyMysirTPiLhFzJHV1J62vzK691KoZm+OrbkRPX48SGqWCplETN/GnswbVLwU26uCjZkRX79Vn4GLj2BqKMXcxICf3gkCdJEM9adsJ/jHfliY5J2Irjhyl+wcDW8tPKwvC/J2YMeEDgxu5kVihoIRK06QkKagkbc9899u8kLvS0CgtKREhhBz6yzd5uzFwMQ8T4LmF01Zc0RUbdiJU8snE3X1OE7+QVzbtogq9XTPba1GgzIzDQPT/POQ6OsnOfvbVDpOXYfMyARVVjoisQSpobHe9vL6udQfPBmpUa7T07FGY86vnkmt7qNQpCZyZfN8/DoMLuNdC1QUMalKWi+5WmDd6Y/rYmVS+E7s8IQsvtwbztCGjlyNSs9TZ2cmY+abHno5wRqOpiRlljynkMCLoTzjtazYcMLXfYljm6Gkh1+tpB5WPp42xtiYyui98hZp2TnIxGL6BNjxfbdqxRu/Ilibypj2hjtD1t7B1ECCuZGE+b10G1OjUrJpPP8ytz9viIVx3mXr9r5W7L5lSbOFVwBo5mHBmzWKjtY1NZRg+q9IEKlYhKtV0VG1ApWD4IgQEHiBGDt4IjO34cbs3uRkpSGWyLBv2gevd75/2V0rMTK5NR4DpnFr/hAkRqZITMzxHq7Tec9OjOLixMY0XnIbqUleDWnrgPbEX9jNpcm6BG8W1ZthE6iTTnHrNZHQP77k2jddkclt8Hp7FuZe9V/sjQkICJQIh6peyK3tmPPeG2SlpyKRygjqMpC3v1zwsrtWYuRWNvSb8B0Lx/TB0MQUE7klw2YsByAxJoLJXWrx0/FHmMgt9TYyQyNsnavma+tZmZFJ3l11YolUXye3stGXx0c/QlpIW68LybdP8GD9VLITIjBxrYnX8IUYO+h2IiVeOcDDLd+gTHqMmWc9vEf8hIGVI5cnNcLSvxXx53di33wAWdHBpIdfofq4dSRd/5v0sCuolVlkRtzC0r81nu/MQVqCSMCkG0d110uMxqZ+ZzwGfYtYptuZFX3wF6L3L0etSMeqdhu8hi9ALCt8wiGzsKP29IMF1v37nfZvtFotYb9/htyrPmkhl9CosjF1LVnE46vMhjMh2MqN+OOD1hgbSLkdlcTAxUeY1qsecmPdwn1TX0cuzeqVx65/UDX6B+VOht1szYhb/naecwqyqyyGtvChdQ0nQmJSaeRlr08oXVC/nvH7B60KbU8kEvFxp1p83EmQkBR4fbBwqYaxpS17Pu+OMiMVsVSGd5t+NP9w3svuWokxsrCh8YiZ7J8xAJmRKQamFrT8RJevIv1JJBtHBDJkQwiGZnmf2Td3r0Ctyuavr/roy5z8g+jy3U4Ago9sQiSW4NN2QB67Zh/O49SySZz++XPUOUo8m3Wnbr/xlXyXFceJ0GSm7ntARHI2NR1NWNjTCw8bnfPlwN1Evjn4kMepSupVMeOnXt44mhvQaP5lWnlZsvNGPAPq2RP8JIsrUemse7s6f99P4kpkOlkqNbdiMmntbcmcrp7IjYpfVjoanMQ3Bx8Snaqkcw0bvu3sgeHTfD2/nI5m+elo0rPVtPG2YkFPL4xkhefysTOTcfD92gXWWRTTFysTGX+NrMX+u4n5HBFtvHMXsCOSFOy5lcD8nl7F3turijBeK8DWzIpaX/1F4uX9r7UjYtOVOGxNZawa5IexTMydmEyGrL3DlA5V9X+PQR4WnBsfmMeuX117+tW11x+7WhkR9XVQnnMKsqsshjRwpJWXJSFPsmhU1VzvLCioX88QiUQs6u3N8MaOZCo1NHHP73ye0MatyOu6Whm9sHsUyI/giBAQeIHEntyETG5LjbGrEBsakxFxh9vzh+Ded4r+BW7pF0SDeXk1FR2a9cOhWT/9sZGtK81WReU5pyC7ysKp9RCs/FuR+TgEC59GSIxMC+3XM0QiEb4jF5EWNhy1MhML3yb6F4bEwBif4T/C8B9fSP8FBATKzqldazG3smXM/I0YGBkTGXyLhWP70OfjrzE204W8+tVvzvd7b+axa9ptEE27DdIf2zpX5dfLqXnOKciusmjVZzg1m7Ql5sF9vOsG6R0JBfWrMAo7z9a5aqH34Ve/OX71m5et068IISvG4tRxFLYNuxG5az4RO+biM2opORnJ3F/+AZ5vf4elfysebJpB5J6FeL79HQA5inSqvjWFsDWf4fvRSjQ5SpJvHQcg+eZRvIYvwKxaICG/jiVi+1w8nkbNFUZWbDj3Fr+Lx6BvMfdtzP2lI4nev4wqXT8h63EID7d8Q81PNyOztCf459E8ObUFh1YFLzoDiMQSjGzLJr+QcH4X6eFXsG3Uk6zYMB79+T1OHd7DpdMHZWrvVaGpjyN/nn9Ai693o1CpqWJtypQedfVOiNeJqrZyqtpWrLyMgMDrxL3D6zGysKXDlLVIDY1JfHCb/TMG0GjYNL30knOtpgz47XIeO592A/Bpl7tAL3dw473dT/KcU5BdZVHjjaFUqdualMhgHGs2RmZsVmi/ntHhy9+LbPPf9/gMM1tnOn61tvydfkmM/TOEUU2c6FbLlvnHIpl7JIKlb/mQnJXDB1vu810XT1p5WTJj/wMWnojkuy6eAKRn5zClQ1U+2x3GygG+KNUajockA3A0JJkFPb0IdDVj7J8hzD0SwddvFi2LEp6Qxbsb7vFtZw8au5szctN9lp2K5pOWVQh5ksU3hx6y+Z2a2MtljN4SzJarT3i7gUOh7UnKsZPZ0rj4JbC5Rx6x5GQ0/era09yz6IXtVxlhvJYfqallmexeNYI8LNh+PZ62i6+iyNHgYmHI5+3dSuQUfNVwszLCrQx/zwEuwpjudeX1+y0VEHiNsfQL4snZ7Vz+qi0apQJDGxeq9vm8RLsIXjWM7Nwwsiva01wQcs+Aiu+MgIDAC8OvfnPO7dvCtL6NUSqysHFypfeY6XonxOuEnYs7di7uL7sbrx1iAyO0ahVSUys8h8xBq9HJFogNTak35xxSEznpD66jyc4kKzVXW9uuSR/EMkNk5nZY1+1I4uV9+lxFcq8G2AW9BYDzGx/ycOP0Yie2CRd2YepaE4cWOukrh9ZDiDu5iSpdP0H0NHmpRq3EyNaNWl/uqfDv4XliT6zFpn4XvEcuBsCqdjtuz+uLY8u3kRibFWP96uJuJ2fbuPYvuxsCAgIVgHPtZoQe/5OtHzVHrVRgZleFhu9MqfD8Dy8Cc8eqmDu+vpGFLwojqRiVRouVsZQ5XT3J0egSypoaiDk3rh5yQynXo9PJVGmIz8jS2/WpY4ehVIydmYyOftbsu5Oot23gJuetAF0urg+bOTN9/8NiHRG7biZQ09GUgYE658KQBg5suhLHJy2rYCDVbUxTqjW4WRqx572XH2k2uqkLXrbGfLk3nLY+lnTwLVr25VVFGK/9d6lqbcTmYa9/5K3A/yeCI0JA4AViZF+VWpM2v+xuCAgICJQZuyoefPrz7pfdDYGXiNeIRUTu+oHofcswca2Be//pmFWtBWh5tG0WSVcPYuzkjcTIDLS5ST2fheA/+/d5DKxz830YWDqifG5CXBjKpMdkPLrJ+Y+qA6DV5CAxfBqhZ+eG55DvebRtNoq4B1j6t8Jj4Exkcpsi2iu75rAy6TH2Tfvqj02r+qPNUZKdFI2JsU+x9yLw+hMWl0qGIocaVSyRiAuXFBEQeFmYO7rT+ds/iz9R4D/Dot5e/HA0kmWnoqnhYML0Tu7UcjZDq4VZhx5x8F4S3nbGmBlIeOpnANBLJj3793mczXMj4hzlBsSnK4vtx+NUJTdjMqj+3XkAcjRaTA10EixuVkZ838WT2Ycf8SBRQSsvS2a+6YGNaeF5HsqTI6IkmBpK6FnbjtB4BZsux722jghhvCYgoCM8IYsMpZrqDqZIxKLiDQQqFcERISAgICAgICBQScQ+CiU7M50q3v6IJZLiDV5x1NlZaDU51JiwEa06h4id8whdOY46Mw4Tf3Y76WGXqTfnPBIjU2KOrCbhYsl2tmXHR+g/KxOjMbCwK9bGwMoJqzrtqdpvqq5Ao0at1O3oVCbFYOZeG4ev/iInM5X7y0YSuXsBHgNnFtpeeTSHDayc0CgVufeQEAUiEQYW9kVYCTzj1L0Yxv5++oXljCgruy89ZOXxe2wf30FfptFoee/XE5wPfYJMIsbYQMKO8R2wMzd+iT0VEBD4fydLqSZHo2XjOzXIUWuZdzSCcTtCOTy6DttvxHM5Mp3z4+phaihh9fkY9txKKFG7EcnZ+s/RqUrszIqX6nMyN6C9jxVTO+qiWNRayFKpAZ1TobaLGX8FOpCqyGHkpvssOB7JzCKiLMqTI6Iovj34kFbeljT10L3zZRIR4td00VIYrwlUFKfDUxi3PeSVz6mw51Y8q8/FsPVdf32ZRqPl/S33ufgoFalYhLFMwrZ3a2JrZkCflTc58yC/zG5huSkEKg5hu46AwH+E5LunufBpo5fdjULRatSErJnMmQ98OT2qGsGrJupDPJ+hzs7iwqQmxF/cm6c8+u/VnPu4DhcmNSH59skX2W0BAYFXlLsX/+Gzzv7Fn/iS0Gg0LJs0hDkj3mDx+IFMfasRqYkFa1e/Tmg1Odz5cRBPzv6JKjUetFr9s1ydnYFWqyUnI5mkG0eI3LMQrVZbTIs60sMuE3dqM1mxYUTtX4p1vTeLtbFt2J3U4HMoYsMRSw14/PdKQlfqkohmRt3jzo8DSQ2+gFqhS0b573fOv3mmOVzQj6iYHe62DXsQdWA5aWFXyIoNI3z9V1j6t/7PaBELwJFb0Yz5/RT//pXefDaMuFQFl2f14uI3PXG0MGHV8fsvp5MCAq8g0TdOsWF4vZfdjULRqNWcXDqR1X09WNnbjROLxqF5+r4oqu5VJ0ejZdAfd/jz+hPiM1Ron5YBZGSr0aIlOSuHI8FJLDweWeL39eXIdDZfjSMsIYulJ6N4s0bx0QLda9ly7lEq4YkKDKRiVp57zPgdoQDci8tk4Jo7XHiUSnq2Wt/3oniWI6Kgn/I4DpwtDPhsdxjXotK5+TiDtZdi6VKz8J35rzLCeE3g/4ljwUl88mdIvvIt157wJE3JufGBnB0XiIPcgN/PxwDw+6Dq3P68of5ndldPgjxeP6nh1xEhIkJAQOCFELl3MRkPb1Jnym40aiW35g0k1jMAx5a5yWsf7fwBY3t3bOt31pcl3TjGg00z8X1/KTK5NfdWjCVg6l5kZq9niKyAgMD/B2f2bCA1Ppbv995CLJHw4wfdObp5Bd3f/+Jld61cSI3leL/3ExE75hK6eiJG9u54vj0bALugt0i6/jdXp7TEpIofDi0HE3P0dzQqRTGtglWd9sT9s4HwdVOwqtMO127ji7UxsnfHa/hCHmyaQfaTh5h51sV71BIALP1bYt9yMPeXjUKdlYK8Wn2qdPm4fDdfBPYtBpKTnsj9ZaPISU9A7t2IasN+qLTrCZSemORMms3YVWDdhW96YmWaX4LiGWFxqXy+8TzDWvpy5UHeXcN25kbM6tcAmUS3+FGjihVJGdkFNSMgIPAKcm3rQhLCbtB93n40OUr+mtoXe596+HV8u8i6Vx25kZSfenkz90gEE3eG4m5txOynyajfCrDj7+AkWi6+ip+DCYPrO/D7hRgUKk0xrUJ7Xys2XIpjyt5w2vlYMb5V8UmD3a2NWNjTixn7H/AwKZu6VcxY0scbgJZelgyub8+ozfdJUaip7yrn4xZVynfzZWRoQ0eiUpQMWnsHQ4mIUUHOdPe3fSl9KS/CeE3gdSImVUnrxVcKrDv9Sb0i5dbCE7L4cm84Qxs6cjUqPU+dnamMmZ09c8dojiYkZekcXaaGuZHqGo2WX888Zl6PauW9FYESIDgiBAQESkx2UgyXvyxYj7H+nKL1GFXpifiOWoKRvS4k16pWa9If3tTXpz+6xeO/VxMwfX8eu8dH12DftA829ToCYFO3AwmX9uPYcmB5b0dAQECgSJKfPOar3g0LrPtu9zXMLAp3iJrb2DHgs7lIZbqBs6uPPxkpiZXSzxeNTf0u2NTvkq9caiynxrh1ecpcu08AoN6cc/qyZ5+9hi8AIGLnD0hNLfEbu7rQa1r4BeVp4xlWtVpjVavg95Jbj4m49ZhY5L1UFCKRCJfOY3DpPOaFXK8yOX7nMV9uukBEQjo1Xa1ZPDQIT3vdDrF9VyP4evtlHidlEOhhx5JhTXG0NCHwiz9pXdOZ7RceMKiZF/cfp3DlQTwbx7Tl0I0oLj+IJ0uZw82IJNr6O/PDoMbIjYuX8zhyK4oZ2y4TlZRB13pVmd2/IYYy3cRx+eHbLDl0m3SFinb+Liwa2hQjWeHyZ3bmRhz5Mv/vLYBFMX2xNjXk4Odvsu9qRD5HRFt/F/3nR/Hp7L78kJ/eEcL6BQReJBkJMWz9sGmBdf1WXMRIXvgcRZGaSOtPl2Pu6A6Aa2Ab4kNvFFv3OtClpk2BO/rlRlLWvV0jT9mE1jqHwrlxudErzz4v6OkFwA9HI7A0lrJ6oF+h1wzysMjTxjNae1vR2rvg/4eJbdyY2MatmLupWPrVtadf3bzyiSKRiCkdqjKlw38jEbowXisc+2b9sG/W74VesyI4EZrM1L/CiUjOpqajKQt7eeFho5OCPHAnkW8OPuBxqpJ6VeT81NsbR3MDGv14iVZeluy8Ec+AQHuC47K4EpXOuiHV+fteElci08lSabgVk0Frb0vmdKuGvAQSZ0eDk/jmwEOiU7PpXMOGb7t46vPK/HI6muWnokjPVtPGx4oFPb0xkhUerWJnJuPgB3UKrCtObs3KRMZfo2qz/25iPkdEG5/cZ05EkoI9txKY//R59jx7byfgIDeggZsQEfEiEBwRAgKVQPKtE4Sun0p2fASmrjXxeW8hxg46ncuEywd4sOUbshMfI69WD5/3fsLQypELnzbCqlYrnpzbiUOLAWRFB5MWdoWa49eReP1v0sOuoFZmkfHoFla1WuM1dA5SY3mxfUm6cZTwTd+QnRiNbf3OVHv7W33iqagDvxC1fzlqRTpWtdrg894CxDKjQtsysLCj7tdl02P0HDAjz3FWTCi2DbsBoNVqCfn9M8y96pMWegmNKhszt5oAZETcxq5x7g5iuUddUu6fBQRHhIDAq8Ltc0fZMGcSCY8f4epTi3e//hkHN92OkivH9rJ14VckxUbjWasBI775BUs7Jz7r7I9/UDvOH9hKsx5DeBx2l/Bbl/hk8Z9c/+cA4TcvolRkEXH/Bv5B7Rgy5SeMzYofHN48dYgtC78iMSaKwHbdGTT5B2QGumfewbWLObDmJxSZ6dRq2oHhXy9HZlj4M8/c2p5pGwuWgzORWxbZj1pNczXk46MfcvHwDt6dvqzY/gsIvGxGrzrJB+1q0LO+O/P2Xuf7Xdf4eURzkjOyGfnrCeYObEzrmk5M3XKJH/+6wZyBOlnIdIWKab3r8em6c/z+fitUORqO3X4M6GSNFg0NooGHHR+uPsXsXdf4tl+DIvsRFpfKkGXHmN2/IUHeDgz75ThLDt1i/Ju1CY5JYcafl/lzXHsczI0Z+ds/bDoTyjstCk8MLhGLcbM1K9N3YllEtMQzZu+6yqIDtxgQVI0Wfk5luo6AQGUTdfU4p3/5grTYCGw8/Wk1bjEWzrpd8g/O7uP86hlkxD/G3jeQVuOXYmrjyIbh9ahSrw2hJ/7Er8Ngkh7d40nwFd6YvolHFw8Rd+8SOdlZJITfxDWwLc0/+hEDk+LnKBGX/ubcqhlkxEfhEdSVph98j+TpHOXGjuVc374YVVY6roHtaDluMVKDwt/XxpZ29Fp4tMA6Q9Oi5yhN3vsmz3FKVCiezXoUWycgICDwohm7LZhRQc50q2XL/KMRzD0SwdK3fEjOyuGDLff4rms1WnlZMmP/AxYej+C7rrr5WHq2mikdq/LZrjBWDvBDqX7M8ZAUAI6GJLOglxeBrnLGbgtm7pEIvi4iRwvoohDeXX+Xb7t40tjdnJEb77HsZBSftHIl5Ekm3xx8wOahNbGXGzB68322XI3j7QaOhbb3TG6tLFgaF7+sPffvRyw5GUW/uvY0r2aZr37VuRhGNBHGbi8KQUBNQKASuPfLWBya9SNw1glMnH14uH0uADkZydxd9gFVOn9E/e9PITO3JWL3Qr2dOisdj75TiD7wC46t3sbUrSbJt44DOoeCQ/P+BEz9i+z4CB7+ObfYfmTFhnP7p3dxbj+cgKl7SQu/SuQ+3UJY5uMQwjd/g+/7SwmYtp+suAfEntxSZHsVpceYfOcUGVH3sG/SG4D487tID7uCzNyWrMdh3J7/tr6f6qw0jGxzd8hIjM1QJsWW+FoCAgKVz69T3qNpt8F88+clnDz92LlMN3HPSE3i58lDeXPYBGbtvIq5tS17fp2jt8vKSKXPxzM5tHYxLfsMx9WnNrfOHAHg5unDNOvxNlPWHiMh+hE7ln1T4LWfJ/ZRKIvHD6DtgA+YsvYo4TcvcWCN7hn7OPw+Wxd+xajvVjF1/QniIsI4vXt9ke2JJRJsnasW+CMu4TNvx7Jv+LJHPWo360j1Rq1KZPP/hmv3CfrddgIvH2OZhBy1BktTA34Y1JhFQ3W7+02NZFya1YseDdwJf5JOpjKH0NjcJH99G3tSzd4cO3Mj3ghwxdnKBJVaJ/PRsJod/RpXw9PBnI861GT/tYgCr/08Oy8+xL+KFYObeePpYM6wlr4cuBYJgMHTHXfKHA1utmbs/+wNBjXNv8PtRfJRh5r89E4QOy895MD14u9PQOBlcPSHD/BpN4C+y89g5erDpXU6qZbs9GSOzHmPgD4f0++Xcxhb2nJl0496O1VmGo2GTefGjmVUf2MoNh7+RF7RLfxHXj6Cb4dB9Jx/iPS4CC6u/a7YfqREh3HwmyH4d32PHj8e5EnwFa79uRiA5Ihgzq2aTpuJv9Bzwd+kPg4n+O9NRbYnlkiQO7gV+FOaOUr09ZMkPryDV+s+par7f2FCa1d9dITA/x/CeO3lYyQVo1JrsTKWMqdbNf3fo6mBmHPjA+nub8vDRAWZSjWh8blSW30C7PC0McbOTEbH6tY4WxiQ83SM1sBNzlsB9njaGPNhMxcO3C0+gnvXzQRqOpoyMNABTxtjhjR05NC9JOC5MZpai5ulEXtG1mZAPYeK/ipKxehmLszv6cXum/Ec/Nf93YvL5EFiFh39BOnvF4UQESEgUAmIDYzQqlVIzazwGjoHrUanQyc2NKXBvHNITeSkhV9Hk51JVmq83s6+aR9EMkNk5nbY1OtIwuV9+oRo5t4NcGj6FgAub35I+IbpVBv0dZH9iD+/C1O3mnoZI6c2Q4j9ZxNu3T5BLNXJEGhzlBjZuRHw1Z4K/x4KQp2dScjqSbh1H4/MXBcqHHNsLbYNuuA7SjcBsQ5ox405fXFs9TYiiRSxLFcyQSwzRKPMeiF9FRAQKBkGhsaoc1SYWlgxZMpP+ueWobEZ3++9hYmZOQ9uXyE7K5PUxNxnXlDnAUgNjTC3saduq85cObobdY4KAK+AxgR10T27Og0dx6YfPmfAxDn5L/4cFw7+iatvLVr0fAeA1n1HcHLnH3QZMQmpge45kpOjxNbZnS/XHKnw76EgOr3zCU7uPqyb/Sm1mnUkoOUbL+S6AgJlZcmwZszdc43FB29Rs4oVM9+qT203G7RaLd9sv8KB6xF4O1pgZiRD/VxCUUOpThbJSJpfHsnFylT/2cnShCdpxetQRydnciMiCa9xGwFd8lJTQ93UpaqtnHmDGvHtjiuEP0mjTQ1nvu3XAFt54bvpypMjoiSYGcno3dCDkNhU1p8KpWPt4nXTBQReNBIDYzQ5KgzlljT/6Ef9+1pmZEr/3y5jYGpOfPBVVIpMspJz39febfoiMTDC2NIO98Zv8ODMXr2tQ/WG+LTRSZzU7j2Gs79+RdDIWUX2I+yfHdh4+utzLVR/cxj3D62nXr8J+nG/JkeF3KEq3X84UOHfQ0GoFBn8s3gc9QZMxNjCtsR1ApXD9utP+GJvuP74zucFS2W+LNotvUZUii4f0IfNXPiouUsxFgIC5WdRb29+OBrBslNR1HAwZfob7tRyNkOrhVmHHnLwbhLedsaYGUjQaJ8fo4nz/Ps8zha54x9HcwPi01XF9uNxajY3YzKoPksnw5Wj0WJqoBv/uVkZ8X3Xasw+9JAHiQpaeVsx800PbEwLz/NQnhwRJcHUUELP2naExmex6UocHZ5zOuy4Hs8b1W2QlCPRvUDpEBwRAgKVgO/IRTza8QORfy3D1K0Gnv2nY+ZeC9DyYOssEq8cxMTZG4mRGVpNblIw0dNw5GfSSc9jYO2s/2xo5YjqOQdGYWQnPSbj4U3OjK4OgFaTg8RQtxhgZOeG1zvf82DrbLLiHmBVqxXVBs7UOwcKbq/sOSKeEbr2SwytnXHpOCpPP+2b9dUfm1b1R5ujRJkYjdTUElVarh6zWpGBSFq+F5GAgEDFMvybFez6+Tv2/74QVx9/+k34jqrVAwAt236axrUTf+Hk4YuRiRkajVpvJ30qiyQrQG7B2iF3Qmdp70RqYlyx/UiKi+bR3euMaaFbANSoczA00T3z7FzcefvLhfy5aDpxEeH4B7VlwKS5yK0KX1AoT46IZxiZmNHojb7EPAjm1K4/BEfES+TJ2e2Er82V+mu4+M4L78O1ae3ITogCdJsKXN786IX3oSgylTmoNVq2ftKeHLWGObuvMeb30xz/qit/nn/ApfAnXPq2F2ZGMlYeu8euSw9L1O6jhFzN3qikDOzNiw+/d7Y0oUPtKszoHQiAWqslS6lb+IxJzqROVRsOfu5NapaSd38+zo9/XWdWv8IXqsqTI6Iovv7zMm1qOtPMVyc5YCARC5NZgVeW1hOWcnnDXK7/uRhr95o0GTETW686aLVaLvw+k4fnD2BZxRuZsRna597XkqfvaUkB72szu9z3tamNE1nJT4rtR0bCYxLCbvB7f51siEadg8xI9742d6xKsw/ncf73b0h9HI5rYBuajJxVpAOgPDkinnF6+WRM7apQu8foUtUJVA5KtZa3Aux4r3Hp5FKikrOJz1BR3cFEvzO7MlgzyA+1Rsve24lkKNXFGwiUGGG8VjBZSjU5Gi0bh9YkR61l3tFHjNsewuEPA9h+I57LEemcHx+IqaGE1ecfs+dmQvGNosud8IzoFCV2ZsWvtTiZG9Le14qpHd0BUGshS6X7O4hJVVLbxYy/AuuQqshh5MZ7LDgWwczOnoW2V54cEUXx7cEHtPKyoqmnTqJPJhHz7yHa7lvxzO4qJKl+kQiOCAGBCkadnYVWnYP/xI1o1Tk83DGP+7+No97Mwzw5u5200Ms0mHceiZEpj4+s5sn5kkUiZMfnhvlnJ0Yjs7Ar1sbQygnrgPZ49J8KgFajRpOtiybITorBzL02AdP+IiczlbtLRvJo9wKqDZpZaHvlyREB8PjIapJvniBg+v48YdKGVk5olLkvwOyEKBCJMLC0x8yjDqkhl7Cs0RyA9Ic3MbAS9PsEBF4VsrMy0ahzmLBsJ+qcHHYun8XKaR8wY/MZzu3bQtiNC3y/9xZGJmYc3byCC4e2l6jd+OhH+s9JsVFY2BQf0mtl70ydFm/Qd/y3AGjUapQK3TMv+clj3GvUpfna42SmpbBs0hB2r/iegZMKl7krT46IrQun4h/UDr8GLQCQyAwQiwtPpCtQ+WhzlNg1fQun9u+9tD74fbwGrUZN4sW9qLMzXlo/CkOt1tDvp8PMf7sJzXwd0QJqtW5HXXq2Cq0WkjOVnAuJ48e/blDNoXgdeIBL4fFsPBNKQ087Fh+4Ree6xScC7dHAnRVH7xAWl0p1F0sWHbjFuZA4Dn3RmTvRyXy46hSrRrXE1Ua3eJmj1hbZXnlyRBSFi5UJn647y/LhzZGIRKz55z7TnjpPBAReJXIUmWjVObw5cysadQ6X1n3P8YVj6b3oOKHHtxF37xIDfruMzNiM23tXEnZyZ4naTYvNnaNkPInC2NK+iLN1mNo44dagA42H66K7tRo1OU/nKBkJMdh5B+DXYTDKjFQOz36XKxt/IGhU4ZJP5ckRAXB770oirxyj54K/80k5FVX3OhKRpKDxgitEzWjysrtSLBZG0gJ14y88SmP8jhD+GVs3T/n0/Q/Yeu0JlsZSspRqNr1TEy8743L1YfW5GOYfj8TEQMzcbtVo9nRB89kucisTqeCIqGCE8VrB5Gi0DPrjNvO6exHkYYFWqysDyMhWowWSs3I49zCVhcci8bQp2e/+5ch0Nl+Jo76bnKUno3izRuEbU5/RvZYtv52NJjxBga+DCUv+ieLCo1T2vV+He3GZjN0WzK/9fXGxNNT3vSjKkyOiKJwtDPlsdyhL+vggEcPaizFM6eCur3+YqCAqOZv6riUbzwpUDK//m1RA4BVDq8nh5g+DiDvzJ8rUeNBq9dJMakUGaLWoMpJJvH6ER7sWAkU/lJ+RFnqZ2JObyYoJI/KvpdgGvlmsjW2j7qTeP0dWbDhiqQGPD68keOV4ADKj7nHrh4GkBl9ArdDtVNQ+DbEujPLkiEi+c4qwDV/jM2I+EkMT1IoM1E8lluwa9yBq/3LSwq6QFRNG2LqvsKrVGqmpJbb1uxBzdA3ZSY9Rpjwh9p8NWPm3LMlXJiAg8ALQqHOY/2FPzv61ibSkJ6DV6uUaFJlpgJaMlCRunDqoyw+hLdkzL+zGBU7tXkfsoxD2rZ5PvbbdirVp2LE3wVdOE/soFKnMkCMbf2bVdN3uxaiQ2/w4ugfBV8+iyEzX970oypMjwtrBhT++/ZgHty/z6O41Tvy5isB2PUp0768bivgIzgx/PSQJpCYW+vfWMxIu7uHSxIZcHF+P+HM7KuxaypQ4LoytSXr4VX2ZobUzRrauSEsQQfgykBsbsHRYM+bvu0HDr3Zw8HokcwfpklH3a+yJq40ZzabvZN7e6wxp7k1wTAoKVfELMB1rV2HdqRDaztqLu52ciV1qF2vjYSdn8dCmTNt6iUZf7eB2VBI/D9dtSmhdw5khzb0ZseIETabuRAuMf7NWue69rLzbypc36rjS/6e/GbTkCKPaVqdHffeX0hcBgaLQaNTsm9aPkGNbn8ou5b6vlVnpaLVastOSibh4mMubfkBbwvd13L2L3P97IynRoVzbtgiPoIIjj56nWouexNw+R0p0GBKZAbf2/MrxhWMBSHp4h31T+xJz+xzKrGfv66KfM+XJERF9/SRnf5tKq3GLkRmZoMpK1ztFiqoTeDlcj05nxMZ7KP/lfD4dnsLh+0mc+bguJ8fWpUU1SxafjCrXtY6FJDPz4APmdPPkp17eTNwVSmJm8bI1ryrCeK1govcvJ+S3T/KUvYrjNbmRlJ96e7PweCRNF1zm8L0kZnfVRRm8FWCHq6UhLRdd4cdjEQyu70BwfCYKlaaYVqG9rxUbLsXSadk1qlobMb518dKS7tZGLOzlzYz9D2i64DJ3YjNY8pYPAC29LBlc34FRm+/R/KcraIGPW74cucqhDR3p5GfNoD9u887au7zXxJnutXKj606Hp1DTyRQjmbA0/iIRIiIEBCoYqbEc35E/8XD7XEJWTcTI3h2vIbpEcPZN3yLx2t9c/qIlplX8cGw1mJgjv6NRFa+VbB3QntgTGwhbNwWrOu1w7T6+WBtje3d83ltI+IYZKJ48RO5ZF99RSwCw8m+JY6vB3F06ipzMFORe9XHt+nH5br4Iog+vRJuTzc15A/Rl5r5NqD15Kw4tBqJKS+Tu0lGo0hIw926E97s/ALr7jr+wm0uTmwFgUb0ZNiVwwggICLwYjM3MGfHNCnYs/YbfZ47B3tWTt79YAEBQl4Fc/+cAX/VuQBWvGrToNYxjW35FlV38M69Oizc4uX0N67+fSJ3mHek2cnKxNvaungz/+mc2//gFTyIf4Olfn5Hf/QZAzSZtadl7GMsnDSErPYVqtRvRZcSkct17UbTuN5KEmEgWfNQLqcyQDm+PoWHH3pV2PYGykRl5l+AVY/AY9C1mnnW5v2QEplX9MXYsfzLOB+u/wjqwM2YeAeXv6Auka2BVugbmj1iQGxuwaWzbPGWTuurC6C/N6qUve/Z50VCdTMqc3dewNDHgj9EFSzsCNPV1zNPGM9rUdKFNzYIXTSZ3C2Byt4Cib6aC6R9Ujf5BecP3RSIR03oHClEQAq88BiZyWk1YyqW1szmxaBzmTh40G62LCvRp25+Ii4fYMrop1u7Vqd7pHW7/tYocZfHva7eGHbl7cC2nf56MW4MO1BswsVgbcycPWo1bzNnfppIW8xA733q0mfgzAFXqtcav4xD+/n442empOFRvQN1+xc97ysrN3StQq7L566vcJNRO/kF0+W5nkXUCRdNx+XUeJeX//VnY0yuPPntpyFSqGbHxHkMbOrLxSl7JTgOpmLndPJE/lXHxdzLlRGhKma7zjDUXYugTYK9PYtvB15r9dxIZGPhyE+/+P1JZ47W4k5t4uG0Wdo3zj0FeRbrUtKVLzfwydXIjKeuG1MhTNqGNGwDnxueOT559XtDLG4AfjjzC0ljK6kHVC71mkIdFnjae0drbitbeBTtqJrZ1Y2Jbt2LupmLpV9eefnXzRuSJRCKmdHRnylMJqX8zINCBAcLf8wtHcEQICFQCtg26YNsg/24gqbEc/wnr8pRV7TEBgAbzzunLnn32GbEAgIc7fkBqakmNj1cXek1Lv6A8bTzDqlZrrGoVPPmv2nMiVXsWP1moCGqM+a3QOpFIhGuXMbh2GVNgne/IRaSFDUetzMTCtwkikaC9LCDwKlG/XQ/qF7Db39jMnHFL8koxdX9fp/n6/d6b+rJnn9+dsRyAnctnYWphxZgFmwq9pl/95nnaeIZ/0/b4N21foE2PD6bQ44MpRd9MBSESiXjrk5m89UnhcncCpeP6jI4onjzKV+41YiHWAR3K1GbsP+sx9wvCoYUuMbpjm2E8Ob0Nt16flauvSdcOk3z7JHVn/VOudgQEBAQqEs+m3fBsmj/C0MBEzhszNucpCxyoc9YP+O2yvuzZ51bjFgNwaf0cDM0s6fjV2kKv6VyraZ42nuEa2BbXwLYFWED9wZOpP7j4DQgVQYcvfy9T3cti+/Un/H4hlh3D/QFIycqh7ryLXBgfiI2pjAuPUvlybzihCQr87I2Z38MLH3uTIts8HZ7CuB2hnBtXT1/mMu0MZz+pi6uVEVej0pmyN5yQ+CyaeVrwY49qmBej2756oG+Bknm2RSSsLQ6pWMTOEf6EJyjyOSKel1ZJzFCx8UocwxuVT873dkwmX7TPXfStW8WMsw9SGSj4nYvkdRmvpdw9TczfK7Fv1h9tjrLM7QgICJQOwREhICDwWiD3DHjZXRAQEBD4T/Lk7HZij/6O/+c7AMjJTOHiuLoEzruATG5DavAFwtd9iSI2FGMXP7zenY+Js0+RbabcPU3oynHUm5PrID8z3IW635/FyNaV9PCrhK+bQlZMCBbVm1Ft2I9ITcyLbNN37OoCJQRl8sITmBZHZsRtLGu10R+beQQQuXtBmdsDUCuzCF/3JZa1WpF07RBy7wYYOxSeoO+/zrOoCQEBAQGB8tPOx4qJu8JIycrBwljKibAUAl3l2JjK0Gi0jNx0nyENHBkUaM/y09HMPPiQPwYXvtu5OFKychi89g7DGjqyvK8PE3aG8vWBh8zrXnRyVydzwzJfszAMpGKczA0JTyg8UmfdxVim7n9A46py+tcrPl9JUaRlq3F7TrfezFBCbNrLW7AWxmsVO14zdqyG/xe7iPprcZ58nP9PPIuaEBB4kQhCWAICrwFVe0zQR0cICAgI/Nfp/v4X+ugIgcrHqk47Mh7dJCdTJ2GQcusEcq9AZHIbtBoN95eNxCbwDerOPoO5dyMebi5flEdOZgp3FgzGslZr6kw/jDorjYebvy7WztDKqcAcRRLDsieiVCvS8+gPS4zlKJNjytweQMzh38hOeozUyIzMyDvcnNW9QrWMBQQEBF4VAgdO0kdHCLwY5EZSgjzMORGme2cfC06ic/Xc5LIH3q/N6GbORKcqSVWoCY0vX06Lv4OTkIlFjG9VhSqWhrwf5MTBe4nlarMy6RNgx/K3fLgXl8Wqc4/L1ZZULMJAkhuJbygVk1UCzf3KQhivVex4zcDSAbGs4h1mAvnZfv0J1Wed0/+8TgxZe0ff7893h77s7vwnECIiBAQE9MSd2U7oH1/oj5ssvfMSe1M6Ln/VjuwEXUKyKp0/xLXzRy+5RwICAgKvB1JjOeZ+QaTcOoFNg64k3TyGTWBnfX3taQeQmliQGXkHdVYqWTHlG4QnXf8bkURGlW7jEYlEOHV8n5DfPqbovZWVg0gsRfTcJFQsM0SjLN+iTezxdTh3GEnVt3QyYKbutXmw6WtsG/UoV7sCxbPtfDifbcid4IbM7/8Se5OfQUuOcC5EJyfSq4EHcwY2esk9EhB4fQg5to1Ty3NzO72z8dVaENo2piXpTyIBqNN7LAFvVV7uvc41bDganETXmjacCEth0lMtdrFYxIozj9lwJY6qVoY4mxtSgDpSsWQpc5ODP05RkpCposbsCwBotJCerUah0hSZ4LUyckSUBEOpmPa+ViRmuvLb2ccMK4c8k6WxlITM3J39GdlqZJKXJxEsjNcqdrwm8OJQqrW8FWDPe01K9/cYlZxNfIaK6g4mGEhfzj76ed2rkZ2j4XJkOkeDk15KH/5rCI4IAQEBPVq1Eodmb+Hc4b2X3ZVSU3PcGrQaNfEX9qLOznjZ3REQEHgNOLdvM2u/m6A/XnTixYdl/zT2LYKvngWg0Rt9GPz5/BfeBwCbwM4k3TiKTYOupNw+gVtP3WKPSCzm8cEVxJ3cgKFdVQytnEGjLqa1/KizcyeLysTHqNISuDDmaVI9rQa1Ih2NSoFYZlRIC5WjOSw1tUSVlpDbT0U6IqlBmdp6hjLpMVa12+mPTd1qoUqJRZ2dVa7dgALFo8rR0L9JNUa2KbsMSWXy4+AmZKvUXAp/wpFb0S+7OwICrxWaHCU+bfvj323Uy+5KgXSctgGtOofwU7tRKSp3LtLB14ofjkZwJzYDFwtDHOS699bp8BTWX47j+EcB2JrJ+Pt+Etf3hhfbnkgEGm2ux+L649z+O1kYUNvJjGVv6ZLbaoFURfEL8pWRI6Iofj3zGBtTKT1r2wEgk4iQiMvnNKjjYsqliDSae1oAcPNxBk7m5RsjlBdhvPa0nxUwXvsvEJGkoPH8y0R9HfSyu1IsFkYSXK3y/95ceJTK+O0h/PNxvTzl0/eFs/XaEyyNpWQpNWwaWgMvu9x8NxqNlh6/3eTNGta839SlQvq451Y8q8/FsPVdf32Z/dPna0RydoVcQ0BwRAgIvBAU8RFcnNiYZquiXnZXikViYpEn7PF5cjJTuPRFK+pM2VXoOSVBrcggeOV4Eq8dRiSW4tzuXar21iWaUqUncm5MrTzn+7z3E/ZBvfXHypQ4Ln/Zmprj1+lzRxhaOwMgk1sJjggBAYESkaNS0bTrQNoNGv3S+vDO1MWolArCblzg5unDL60fVgEdiNj5AxmRdzC0dsHA0gHQaQfH/bOegG+OIzO3Jen634Q/vF58gyIRWm2ufEHGczYG1k6YVa2N9/vLdAVaLeqsVESSohcnKkNz2NSjDumhl3BoPkDXz0e3MLB0LHN7AAZWTmhUubtAsxMikZhYvtZOiEfx6dSfsp245W+/7K4Ui7mxAW62ZvnKz4fG8fGaM5yZ0b1UdaVFrdEweeMFtp0PR63W0LuhLvJBKhHjYKH7HYhISC/3dQQEKoq02EdsHBHIe7ufvOyuFIuBqQVyh4I1zbPTU9gyOojuc/cVek5puP7nEhIf3skjPZWVEs/Ree8Te+cCBqZy/Lu/T51euihsM1vdXMTI3LrSHRFWJjK8bI1Z/E8UnWvkyjKlP41kSFHkEJ6YxYwDD9Bqiw+JcJQbEJemIjI5GxsTKfOO5m7MaOttxcwDD7kSlU4Td3O2Xn3Cz2cec3F80RmbKyNHRFG4WRvy6c5Q7OUGOMgNWHYqmh7+uvGBRqMlLVuNuZEEkajkzokuNWyYvCeMfnXtkIpFbLgSx9dvuFfSHZQMYbxWceM1gZfP9eh0Rmy4ly+66nR4CofvJ3Hmk3rIjaSM2x7M4n+iWNDLW3/OmosxpClyGN64fEnpn3EsOIlP/gwhwCX/GFKgYhFyRAgICJSY8E3foEqJK3c7YRumo1YqqPfNUaqPXUnUgV9IunUCgPQHNzD3aUTjJbf1P7YNu+W1X/cVNvU7CwmsBQReUeKjHzKiXtGJ7F4VjOUW2DpXxda5ap7ykGvn+LJnvUKsSodGreaPWeP4qLkLo4Mc+H3mGNQ5ugmaha0Dts5VMbdxqJBrlRWZmRXGTl5E/bUYm/q5Yf5qhW7BNCczhdTgCzzYNKNEixoGlo6oUuLIjo9EnZ1FxM55+jqr2m3JTowiPfwKYpkRCZf2cmf+YCim3crQHLYJfJP48zvJiLyDWpHB48O/YenfEgCtOoeczNRSt2nbqDuPdswlM+oeGRG3ifhzNraNyr/ALVB2rj1MYOjy4yhV+XeHFlVXFn7af4ubEYnsm9SJPZM6sf96BBtOv1oSMgIC/0XOrZpOVlL55ykA9w9v4Pzv+fX1z6/+GhsPf/r9co5W45dxdfMCoq79UyHXLC1v1rBhx40E3qyeK3PU2suS1l6WdPr5OpN3hzGwngOxaSqepBedYNnDxpjhjR3p/ttNeqy8xYjnFvYsjKWsGujHL6cf02TBFfbcTmDVAF+kL1GiqCA6+FrzYTMXxmwLpudvN2njZckHTXXOoaiUbGrMvkCqonTP+fa+VjT1sKDZT1dpvOAK/o6meb7vl4EwXqu48ZpAyem47FqeHA/Pfg7eLXu+mEylmhEb7jK0UX6HkoFEzNxu1ZAb6fbO+zuZkfScTFpMqpLvDz9iZmdPZJLyL2uHJ2Tx5d5whjYUnFsvAiEiQkDgP8SVaQWHQfq8txCbumULg3xGyr2zJF49iNTMqlztaDUatGoVvqMWIzWWY2TnhplnABkPb2JVswXp4Vcx92qA1MSiQPvEa4dJvn2SwO9ezqBfQEDgv8+D21dYMmEgBhW0g/2vVT8ScfcaX/z+NzkqJfNH98CjZiAteg2tkPYrCpvANwlb8xlVe+fmCrL0b42lf2uuf90JQ1s3HFoM5NG271CmPMHAwq7QtowdPHBsO5ybs7sjk9tSpdt4Uu+eBkBqYoHfmFWEr5tC6MrxGLv44jtmFSLJix+WmrrWxKndcG7MfBOxzBAjew8cWr8DQGrwee4tHk7DxaXLl1Sl2wQ0KiW3f+iPWpGBVe02+nwRAkXT9tu9PIxPy1e+eGhTOtUpWyRmRraKYT8fZ3grX9afCilxXVlJTFew7N1muNvJAWhT04UbEa9uYlcBgRfFnx+3IS32Yb7yVuOWULVRp3K1/fjmaR6dP4ChvPyLxNE3TnFz9wp82w9Ercq7gP/k/hXafvYrJtaOmFg7YucdQOrjcFzqNC/3dUvL4PoODK6fdxODTCJmcR/vPGXvP12Mf4arlRFRM5rka29qR3emdnTXHz9/ToCLGXtG1spnU9ksORnFr2d1CafvfN5QXx7kYcG5cfk3i4wKcmZUkHO+clcrI/rXtcPcSFKq64tEIhb19mZ4VDqZSjVN3M31ERXtll4jKiUbpVrL6Kb5r1mZCOO1ihmvvQpsv/6E38/HsGOE7u8rJSuHunMvcGFCfWxMZVx4mMqXe8MJTcjCz96E+T298LE3KbLN0+EpjNsewrnnopZcpp7m7Lh6uFoZcTUqjSl7wgmJz6KZpwU/9vTC3Kjo/9PVg/wqXGpNKhax871ahCco2Hg5rxO5vptc/zkxQ8XGy7F5Ih+m7QvHxcKQ6JRsLjxKpYFb+TbAWZnI+GtUbfbfTeRqlBC1WtkIjggBgRIQd2Y7MUd/p/YXOwDdToNzH9el4Q8XkJnbkBp8gdC1X5IVE4qJix8+w+dj4uJTZJvJd08T/Os4GszLTap4cpgL9eeexcjWlbSwq4Sum0LW4xAsqzfDe/iPSE2KfsDW+KTiwyABNKpsQn7/DM+BX/Ngy6xytSUSi/EZsUB/rNWoUcQ+wMjBA4C0sKtkxYQQ/fdKpCYWVHlzNM7t3gVArcwi9I8vsfJvReK1Q5h7NcDY0bNc/REQEHh9+Xpgc55EPshXPnzmzwS0fLNMbWZnZbD008G06TeSkzv+KGcPdaQnJ/DerN+wq6J7zvk3bc+je9cqpO2KxKHlYBxaDs5TJpbK8B65OE+Zc8f38xwb2brS5Lf80oPu/abi3m+q/vj5c8w8Aqg1ZU9FdLtURP21hMeHfgXQT1jdek3GtnEvlEkxmPs2RvxUc9jcp3Ge3YYlRSyV5bv3Z1yb1o7shCi0aiXOnV6cJNi28+GsOn6PPRN1i30pmUr8J23hyne9sZUbcS4kjs83nSc0JhU/Z0t+eicIX2fLIts8dS+Gsb+f5tKsXvoy+/f/4OI3PXGzNePKg3g+33ie4JhUmvs58tM7QZgbF63nvHZ0a1RqTb5yW/PCtaiLQyYRs3diJ8LiUvM5G4qqKysz+zbIcxwam0r3wKqFnC0gUH5Cjm3j9l8r6TZnL6CTKFo3pCYDVl3F2MKWmNvnOP3zZJIjQ7Gu6kfLTxZh5eZbZJvRN05xfMEYBvx2WV+2oqsd/X+9hNzBjSf3r3Dq58kkRwbjUqcFLT/+CQPToucpHaeuQ5OjyldubFG+eYpalc3JJZ/SZOS3nF+dP4qhtFi6VKP7vH1c3bKQtNi8G7ys3Hy5vW8VDYdMISH8FnH3LxP0/vflvqZAfrrUsCHIvWKia1VqDX0C7Eoly/Q8BUm1rBnkh1qjW5gtbhG3ohHGaxUzXnuGa/cJ+cpe1HitnY8VE3eGkpKVg4WxlBOhyQS6yrExlaHRaBm56R5DGjoyKNCB5aeimXngAX+8XaPM10vJymHwH3cY1tCR5f18mLAjlK/3P2BeD68i7SpDas1AKsbJ3JDwhPxJ7Z+x7mIsU/eF07iqOf3r6RyvFx+lsedWAm28LXmYqGDh8UhaeVnybZeyrwtZGgtL4y8SQZpJQKAEWAe0I/3hTXIyUwBIvnUCc69AZOY2aDUa7iwZiU3gG9SfcwYLn0aEbyrfIDgnM4Vb8wdjVas1db8+TI4ijfCNXxdrVxlhkAARexZh7OCJXSVIS8Sd2opILMa6dhsAFHEPsG/al3rfHsNzwDQebP6W1NBLAEQf+o3spMdIjM3IiLjDtW+78+Tsjgrvk4DA/zvn9m1m9ru5UVSZacm839iOtKR4AIKvnmXGgGaMDnLgm7dbER12t9g27178h886++cpG1HPnPho3e7I8FuX+HZIa8a0qMKSCYPITEspts0xCzYxbePJfD/VG7Yqxd3mRSKV8fnqQ3jXrbikb/0/na13QgDEPgjG3rVahbUvUDJs6nch4Nvj1J5+kNrTD+apM3H2wbJmC/2kFiAnIwnHNkMrtA9+H6+h9vSD1Jl5DKf2Iyq07aLoUMuFmxGJpGTqdvcev/OYBtXssJUbodFoGf7LCToHuHH+m5409nZg+rZL5bpeSqaSAYuO0KamC8e+6kKaQsW0rcW36WRlgputWb4fE4OyTxANpBKcrArePVhUXUVw8l4Md6KT6dNI2DQhUHm4NexAQthNstN1782oq8ewr94AYwtbtBoNh2e/i3uTLvT/9QKONZtwbuW0cl0vOz2FfdP74xrYlt6LjqPMTOPsb/kdr//G1MYJuYNbvh+pUfn+Bq9uXoCFSzWqNe9ZrnaeYWLtiERW8KJbgyFfcv/QBlb39WD3Z12o128Cli7C+7wyMDXUJbZ99lMeZBIxTdwLjrYvK84Whvq+WQiLmBXK/9N4TW4kJcjDghOhyQAcC0nOk/flwAd1GN3MhejUbFIVOYTGZxXSUsn4+34SMrGI8a1dqWJpxPtNnTl479WN2uwTYMfyvj7ci8tk1TlddNT6S7HUrWLGmsHVmdjWjc3DavL7hRhCyvndCLw4hCemgEAJkBrLsageRPKtE9g26ErSjWN5vO51ZxxAamJBRsQdcjJTyYopnxZw4rW/EUlkuHUfj0gkokqn97m/4uNy3kXZyIwOJubYHwRMP1DhbSuTYwnf9DVe78xG/HTAX+/bo/p6IxsXEq8fJeHCXsyrBRJzfB0uHUfi0VcncWHmXpvwTV9j17hHhfdNQOD/mdrNO/H7zLFkpiVjIrfk9tmjeNVuhNzKFo1Gw/JJb9PqrRG06DmUA3/8xOb5X/LJom1lvl5mWjILx/Smdd+RvD/7d1Z//RGb53/J0KmLi7Szsq/4UHipzAAre2diH1WOpvvdCyeICr3DmM79K6V9gcKRGJkiMTLNV67JUSESixGJ80o2yOQ2yOS6yaBWq0Wbk41YlncxRJnyBKmJPF95YRhav1j5hmfIjQ1o6uvI8TuP6RZYlSO3ouhcN3eX/t9fdsbSxIDbUUmkZikJiS2f1vKhG5FIJWImdqmNSCTiw/Y1+Gj1KSC/HMh/lYxsFePXnuXTzrWxlZdvEU1AoCgMTOQ41WpK1NVjeDbrTsTlI3gEddHX91p4BEMzSxLDb6PMSCE5qnzvt4iLhxBLpdQbMBGRSETtnqM5Nv+j8t5GmUiKuM+d/b/Tc8GRF3K90798iW+HQQQOnERazEP+njMCC5dq5ZaWEhAQyOX/bbzWuaYNR4OT6epvy4nQZCa1dQNALBax4kw0Gy7HUdXKCGcLAwpQRyqWLGVubpTHqdkkZKqo8d15ADRaSM9Wo1Bp8iWMfp6Oy67xKCl/5MLCXt508Ku8vCmGUjHtfa1JzFDx29kYhjVy4nFqNm29rfQRTi4WhtiYyHiYqMDLtmJkdQUqF8ERISBQQmzrdybx+lFsG3Ql+dYJqvaaBOikhqIOrCD2nw0Y2VXF0NoZrab0CQ/V2bkeXGXiY1RpCZz98GnYnVaDWpGORqUo8uVZ0TkitFotIasnUbXXJAytKjZxj1aj4d6KsVgHtMe2QddCzzMwt0WREAnovhfrOu30dWZVa6FMjkWdnVXuqA8BAYFcjM3M8avfnNtnj1K/fU9unj5Mvba5SeOnrj+JibklkcE3yUxLIfZhcLmud/2fA0ikMrqN+hyRSETHt8fw29RR5b2NV47srAx+nzmGriMnI7cqnxSFQMXxcMtM4v7ZgEgsQatRo1FlIzE0RatWoclRIjE0BbRoVEoa/xyWx/bOjwNw6zUZq+feTQChqz/FwMoZ1+7jX+CdFE3XulX5+1YU3QKrcvzOYz7vHgDoJro//32H9adCqGprhrO1KRpN6We6mcpcacjo5EwS0hV4j98EPJ3oKlQoVGqMZIVrdFdGjoiXxecbL1DF2oTR7couoSAgUFI8m3Yl4tLfeDbrTtSV4zQY/Dmgm6fc2Pkz9w6uw9yxKqa2ZZun5Cgy9Z/T46NRpCSwZoBOykOr0aDKSidHqUBqUPg8paJzRGi1Wv5ZPJ76gz/H1KbyE4xmp6cQcekw72wMw8DEDEMvS2p2GcG9Q+sFR8QrQqZSzZhtwczrXg0rk6K165+kK5EbSotcfBV4tfivjtc6+Frxw5FH3InNwMXCEAe5LtrjdHgK6y/FcXxMALZmBvx9P4nr0WHFtAYiQPNcQvHr0Rn6z07mhtR2MmNZX52MuBZIVaiRFZN8vjJyRBTFr2eisTGV0bO2Lr+JTCLmWU5qJ3NDFDm5Mp4Z2WqSs3JwNC9a/lPg1UFwRAgIlBDrgA482vEDGRF3MLRxwcBSp1GXfPc0sSfWU2/WcQzMbUm89jfpD64X254IEWhzH6DpD3NtDKydMHOvjd8Hy3QFWi05WamIJEU/6Cs6R0R2QhSpwefJiLxL+KZvAFAr0rjyVTuqDZmNfZOyh0A/2DoLVWoCNcau1pcp4iO59/OH1P5ih97DnRp6CfNqukRLBtZOaJS5nvjshEikppaCE0JAoBIIbNeDG6cOUb99T26fO0qP0V8BIBaLObRuCSd3rsHWxR1rhypoCtB0L47srNxFjaS4aNKS4hnbUrcDSKvVoMhIQ5WtQGZY+KJGZeSIqEzWzf4UG0dXOrw95mV3pUJRxEdw5bPGBeoOvw54DPgajwE6+cPk2yeI3Pkj/p/vIOHiHmKOrKbmpK1oNep8O/AARDJDfURfTkYy179+g4BvjiKWGSEuYkHuZdCxThXm7LnG7agkXKxNcbDQyaGcuhfDulPBnJzWDTtzYw7fiOL6w4Ri2xOJRHknus/ZOFuaUMfNml9GtABAi5bULFWxE93KyBHxMlh57B7Hbkdz+MvOiMVl0yQXECgNbo06cWn9HBIf3MbMzgUTa93CfPSNU9w7uJa3lp7C2NKORxcPEb+sJPMUnYPhGU9Cc/Mamdk6Y+tVh7aTVgA6h4AqMxVxMfOUis4Rkf4kktjb50h6eIdzq6YDoMxMY9uYljQbPQ+vVr3L1G7haEGrRZHyBAMTXc6AzKS4Mjl2BCoHEwMJCZk5HLqfRN8A+yLPHbDmDpPbudHOxypP+ac7Q3E2N2B869fL+V0ShPHaqzleszKR4WVrwuITUXlkmdKzdc+WFIWa8IRUZux/gFZb/EYRR3MD4tJURCYrsDGRMe9o7kbVtj5WzDzwgCtR6TRxN2fr1Sf8fDqaixPqF9lmZeSIKAo3KyM+3RmCvZkBDuYGLDsVRY9aundFj1q2jN56n2aeFnjYGDHn7wi8bI2p4WCCRqMlLVuNuZGkzDlhBCofwREhIFBCZGZWGDt6Ebl3cR5ZJrUiXfdvZgqpseGEb5yBzrdcNAZWjihT4lDERyKT2/Bo+zx9nXWdtoRvmkla2BUsfJsQd3orUft/puGPF4ts09DKqWw3V2h7jtSfezZP2fVZPfB9fxlmbjXRqnNQZ2cWm0T738Se2kLMsbXUmrztabRHBiKJFEMbF1Sp8TzcOhvbBp2Jv7iXtNDLeA+dC4Bdo+483D4XA2sn0Kh5sHV2peStEBAQgDot32Dn8llEBt/C2rEKlna6RY27F//hnx2/M3PbRcyt7bh+8gAP71wttj2RSIT2Oefr8zZW9s5UrR7AqNmrAd2iRlZ6KhJp0YsaYxZsQl3Aoobcyq74G3zBHN28gttnj/DV+n8Qi4Xdd68SWo2am991x+f9nws9J3zDVExd/HBo9TbwnDyASETGo1tIjOVocpSIDYx1kYtiMSKR+Om5SkRiSYET4xeJlakhXo7m/LT/Jl3r5coypWfr/oZSs1SExaUxdevFEoxiwNHSmNiULCIS0rGRGzFnT+5CZftaVZi+7TJXHsTTxMeBzWfDWHb4Nte+K3phsDLzNZQWjUZLmkKFubGsVJPZk/dimLb1Ims/bIOJgZR0hQqJWIRxOfJcCAgUh5HcCosqXlzdshCPprmRxqos3TwlOyOVlOgwzv46FUqwkGVi40RmUixpcREYm9twaf0cfZ1r/facXTmNuPuXcfIPIvjoZm5sX8rA1UU7OExtKnaeYmrjRP9f8+ae2f1ZF9pM/AUbT3806hxyFJnFJtEuKYZmlli5+XFy2SR82w8kLeYRt3b/SpP3vqmQ9l8GEUkKGi+4QtSM11c2b8k/Uay5GKs/Ts9W88PRSH44qouor+5gwuqBfvnsDKUiDKW693RyVg5v/Hydox8GYCQVC1ESryj/5fHamzWt+WxXGF+0zx2ftfa2pLW3JZ2WX8PN0oiBgfZ8d+gRT9KV2JkVvvvfw8aY4Y2d6P7rTWxNZYxv5crpcJ3kpoWxlFWD/JiyJ5zx20PwtTdh1UA/pMVsFHnRdPCz5sOEKozZdh+VWsvAQAc+aOoCQAsvS75sX5XP94TxOEVJDUcTfu7vi0gkIjJZQeP5l7n9eUMhd8srjPA/IyBQCmzrv0nI759R9a0v9GVW/q2xqtWaK9M7YWTrhkPLgTzc+h3KlCcYWBS+GGbs4IFzu+Fcn9UdmdwWt+7jSbl7GgCpiQU1xq4idN0Ugn8bj4mLLzU+XoVI8mL/ZEUSKUa2eXeDiMRSDK2dkBiZknz3NHd+Gk6TpXdK1W70wRWos9K4Oi1XLsq+6Vv4jFhA9Y9WELxyAlEHf8HE2Qf/CesxdtQleXTrPgGtSsnNuf3RZGdgVasN7k/zRQgICFQsZhbWOLl789eqHwhsm+vwU2ToFjUy05KJfRTK5h+/KNHuHEs7J1LiY0iIfoSZlS27ls/S19Vu3pEtC6YQfvMSPoHNOLNnAwfXLmLuvqKTYFdGjoii0Gg0KDJSMTazKNXC5N0LJ9j04xeMXbgZQ2MTFJnpiMUSDIyEaK6K4sLH/mjV+Xel1py0BVM3/wIschGJJcjM7Yj7ZwNyn4b56pUpcTw5tRnHKXv1ZUnXD5NwficAiicPSQ0+j0X1pmTHP+TCx/6os7MQiURE7VuMRqWkxqebkHvWLeddlp8udd34dN05pvSspy9rU9OF1jWcaTtrL1VtzBjczJtvtl8mLjULe/PCf0c97c15r011usw9gK3ciE871+bkPd1ikIWJAX+MbsXnG8/z8ZrT+DpZ8scHrZFKXp/FncjEDOpP2U7wj/2wMCl5uP+KI3fJztHw1sLD+rIgbwd2TCi9RKaAQGnwCOrKySUTaPjOV/oy13ptqFKvDds/aYPcoSp+Hd/m/O8zyUyKw8Sq8B3jFs6e+Hcdye5JnTGysKXegIk8vn4SAEMzCzpOWcupnydzYuHHWLn50uGrtYhf8DxFLJEid3DLUyaSSDG1dUZmbEb0jVMc+nYI72ysuJxPbSat4PTPk/ln0XhEYgk13hyGb/tBFda+QOnJVKnp7m+TZwH3GUeDk1h4Iu/uf5Vag1gkQiQScetxBnJDCcocDcYynQNCLAbx0zGeMkeDRCxCIkS2VRjCeK1gBtd3ZHD9vBJzMomYxX188pS9/3Qx/hmuVkZEfR2Ur72pndyZ2sldf/z8OQEucvaMql0BvS4dS05G8etZXcLpO1800pcHeVhwbnxgvvNHNXVmVNOC53oDAh0YEOiQr9zVyoj+9ewxNyqbM6lfXXv61c37bhyy9g4XHqWSo9HmiVgRKDuCI0JAoBQ4thqMY6vBecrEUhm+o/ImVK3S6f08x0a2rjRblT8E0qP/VDz6T9UfP3+O3DOAgK/2VES3S0Xk3iVEH/wVoEAHQ4N55/SfLXwaY/tcdEhJqTvjYKF1pq41CJi2r8A6sVSW7zt7xuWv2pGdEIVWrcTljdGl7pOAgEB+6rXtzh/ffkzvMTP0Zf5B7fAPasfMgS2wdalK855D+XPRNFIS4rCwKXxRw8GtGm0HfMDsdzsgt7aj68jJ3L14AgATuSUfzd/I+u8/ZdX00ThX8+Oj+RuRSF+tYUpiTASTu9Tip+OPMJFbltju743LyVFm8+MHuQ4dn8BmTFrxVyX0suLJeHiTsLWfkxl1F1PXGngOmYOJi2+xdqnBFwhf9yWK2FCMXfzwenc+Js66CVXy7RM8WD+V7IQITFxr4jV8IcYOHgDEn9vBoz9no0qNR+7dEO/3FiOTF50Ir/ZX+9EWsI//mYxicdg26kF62OUC6xSx4dg27qnvO4Ai7gFG9u5kJ0RiFdCeh5tmoFEp8HxnHnaNexK+YSqGVs44/2s88LIZ0tyHIc3zTmplEjHLhzfPUza6fd68Bm62ZsQtfztfezP6BDKjT+7k8flz6rrbsn/yi5dIW3TgJr8c0Y1fQubnJoVv6uvIpVm9CrQpqM7N1oyBQdUwNy6d/vHvH7QqtG7QkiOcC4kjR6Ola123Qs8TECgL1TsNoXqnIXnKxFIZbT5dnqesds+842S5gxvv7X6Sr73Gw2fQeHju+//5c+x86tLjhwMV0e1ScW3rT9zcpdsNXZCDYcBvuc9xp5pN8AgqPA9dcQQOnJSvzLqqH11m7Sjw/G1jWpL+JBK1SkWd3i8neffriP/3F1AXkJdoy9Ca+DvlT1j8b3ROg8I3xEj/5UQ4fD+JnTd0UoIPkxScf5RKUw8LHiZl4//9BbKUakQiEYtPRqHM0bDpnRrUrSIv3U29JITx2n9nvPZfo0sNG4LcKyY6rShUag196thVqCzTvO7VyH6ak8LU4OVGN/9XeLVm+AICAi8V2/pdsPDL71EvjJz0JJzaDa28DpWCmuPW6DVaSysVJSAgUDAtew+jZe9hecqkMhnvfftbnrKO/8p5YOtclV8vp+Zrr++4b+k77lv98fPneNQM5Ms1Ryui26Vi3+r5HF6vy8ez6ESEvtyvfnO+33szz7m2zlVp1v1tjM0sSnWND39YX2jdT2PfIvjqWTTqHALbvXpSczmZqdxZMAjHNsPwGf0L0fuXEbziI+pMP1SknVaj4f6ykTi2HoJ9i0FE71/Ow80zqf7JHwCErBiLU8dR2DbsRuSu+UTsmIvPqKWos9IJ+e0TvIYvxKxaPcLXfkH0wZ+p2vvzIq9naFulTPen1ajRajTYNOjTYwjuAAEAAElEQVSGbcPuJN8+ke8cc59GmPs0enquGrHUgIxHN7Gq1YaUOycRy4yoPm4916a2weeDwuUCBCqfLvXcCPIp2WJGcajUGvo2rlahk9kfBzchW6Ubq5gaCdMwAYHS4NG0K061mpb4fEVaIjW7DK/EHuWl47QN+lx9BqalGydUFjcfZ/D5njDuxmVSw8GUOd088bUvXgLvwqNUvtwbTmiCAj97Y+b38MLnqd2J0GSm7ntARHI2NR1NWNjTCw8bXfTcjhvxzD78iPgMFQ3d5Czu7Y11Mcls94+qXWBk7bOEvSVhzYVYdt7Mn9tIodLgbZc3su9BggJ3ayMiU7Jp72vFjP0PUag0zOvmSc/adkzdF46zuSHvF7IT+1VFGK8J47VXGVNDCaaGlb+IL5OIaeJRsc9f+1I8iwRKhjACFhAQ0CMxMkViVPzOk2fIzG2Qmb8a4WmG1q/XYFFAQODlE9iuO771m5X4/ByViiZdBlTowuQ7UxejUioAMDQ2q7B2K4qk638jMbGgStdPAHDtNp7kW8dLZFt72gGkJhZkRt5BnZVKVkzu7lWxgRFatQqpqRWeQ+ag1egWb5BIEEkkaNVKDCzs8Ru7Ok/C1Iom8coBwv6YjFhqkEcT+PKkRvk+azU5yH0a4zNyCfJq9ZF7NSDmyCoApGbW+I5ZiUgizbOgotVq0SgVSAwFGa4XgZmRDDOj0kUwFIZMIq4wp8YzHCyE3wMBgbIiMzZDVor3pLGFbZkTYZcFM9tXay6Sqshh0B93GNbIkV/6+bDsVDQfbQvm0Ad1irTTaLSM3HSfIQ0cGRRoz/LT0cw8+JA/BlcHYOyfIYxq4kS3WrbMPxbJ3CMRLH3Lh/RsNZ9sD2FhTy/qVTHji73h/Hz6f+zdd3RURRvA4d/WbHqvkJCEJLQAoZeP3qU3BUERsQBSBEF6UUFBEOlFUEREilKV3kGk994SEnpJr5ut3x8LgZBO25R5zuEcsrtz991sZu7cOzPv3GVkJimTnlXc4eU3we1RzT3L1Eyz/02fleD8/SQaBTpy4EYcKrmU5e+XodG8M/z0TlCG8gWJ6K+J/pogFBRiIEIQhJeStgFUNps6GY1GjLpU04ZQz9DEPUJuZZvhcUEQhDdBZWWDyirjTQ2dVotUKkUqS9+uyRUKSlUxDVwYjUZ0mlQUFunbr7ioh1jZ2GV4PCv2Lq/2Ruerpom+i8rlaQoZubUDLtVzXrkhkUq5t30RDw+swMK1BBaOXmB4mhM44OPZ3P57Gne3zMfKuyy+Xb/CpkR5ZEpLAnvP5+6WedxYPhbbgGr4dZ+IyjX7GxkvmnPYuUpLnEKaIZHJMWjV6JLjUdq7EbH6OxwrNsEu0JSDWBsficLu6Q0tz8bpVwrJLCyxcCrG8c+DkSpU6DVqU87hzbPRa9RUn30RqeLlb7YIr15SqpbPFv/HjB61cLTO/jt6GJ+CnaUSlUIszReE/Mig04Ik4/n7WUajEb02Fbky/Xk6OeYhSmu7DI8XVLuuxmBvKWNQfdMM9C8aeLMvNDZXZbf1qYC9pZxLD5KJV+sJjUxJe04ll6I1GHG0lDOljT+6x2mVZFKQSSVo9EbcbJUs6VYaQy72EHsVnqyI0OoNRCXp8LB7OoO5rHv6FSBVvW2p5mPLr0fvA+BkJWfxu6WQyyQZbkyrtQYsC0gqFtFfE/21wi5Zo2fAmmv80K4kjlbZTzp5lKjB1kIuNp7Pp8RAhCAILyX8zwnc378CiVSG0aDHoE1FZmGNUa/FoNMgs7AGjBi0Gv63KCxd2fPT3sW30wicKjZJ9/i1xUOxcPLCp/0Xb/CTCIIgmKyeMYZ/1y9FKpNh0OvRatRYWNqg12nRaVMfr1wwotWksuBw+rza0z9rT8f+46hQt0W6x5d80x8n92K07Z39kvX8RunkRWrU05RVenUS575tQ9mhK1HaZ70nSNzlgzz8dzkhE/ehsHMh5uwubkScNR0jNQWjQUfZISsx6nXc2vADoYsHU/HrnWgTY1DYuRA8cj0GrZqwpcMJXzGe0gOXZBvny+Qcvrt9ISn3Q3Gp3o4bf4ym0nf/onL3M8U0YQ9SuZKrC/rgVKk5nk0/yfI4Kjdfasw3zSIUOYcLDmsLBVGJaradvU3XWiWzfe07M3cxun0ITcunTy0x+PdDeDla8WXr7GcaC4Lweh359Ssub1+Wdl2i16SisLTGoNOh15r+bzSarkt6rb2druyWce9QrccofKql31h+/6xBWLsWo8q7X77Jj/LS7sZp8HF4OqjiYCmnXXDOK0SkUgmLDt1jxamHlHC0wMvOAv0zp9fZnQKYtuc28/+7S1l3K75q4Ut5LxssFTLmdw5k3n93Gbv5BtV8bJnY0o8STtkP7LzsHhHwdEVEikZPjRkn+fODspRwUqHRGfhx721SdQYs5KYbkh/W8ExX1lIpo5i9BcHfH0cll6LWmvaImP3vHdRaPRdHVk8rm5+J/prorxV2VkoZUUladlyJ4Z1KWf9NA7z720VGNPGhSan0e5YMXX8dL3sLvmjo/TpDFXIgBiIEwczUkbc4/mXNTDezLgj8u32Df7dvAIi9sJ+bG36kwqj1RB7byN1dS6gwYjVGgz7TFRNSuUXajANdUiynvn6LKt/uQapUIS0ks5EEoSiKvBvBiNblM90noiDo+uX3dP3yewAuHtnD3z9NYsTi7RzfuZ7dqxYybNFmDHp9pjMu5UolisftV1J8DBO612fC6qMoLVQoCuByb8cKjYlY9RV3Ns3GpVYn7u9eAkY9CjvXbMvp1YkA6JLjSHlwg/BVX6fNNDQadFz6sTslP/wB+1K1wWhMy6utS4jiwpS3KdXvZ6yLl3n8+owz5573ojmHAWLP78GlenskMjkSmWmGldv/3kEikQISdCkJ+HabwPnv2mJXujbW3uVe+L0Kg5uRiVQdsy7TzasLilnbzvPbvqtpPyemapn6zxmm/nMGgLLFHfn9s4YZylnIpVg8Xg0Rm5RKk0mbOTC+LSqFDJVCXFYJBV/Cg5us/LhKpptXFwS1PvmWWp+Y9qK6c3ofJ5ZPoe2UTYT99zcXN/5C60kbsjx/yxRKZI/P36mJsawb1ITO8w4gs1AVyFUSXvZKbsWmpv2clKqnzc/nWNmjbLY5zw/eiGP5yYfs6x+Ci42CXVdjOLvpBgApGj06g5GVH5RFpzfyw55bDF4fys7PKhKTrMXFRsH6j4JRaw0M/yeM8VvDWdKtdLZxvoo9Ip6wVMr4oJoHQ/8O5Ye2JRn6dygxyTo6V3QlwDXrPpivk4rQMaa0PgV1jwjRXxP9tefdilFTc/pJ7nyT+z1A85u5/95m6bEHaT8npuqZtucW0/aYBt3KuFuxpHuZDOUs5NK0AcTYFB1vLTjDnv6VUCmkqArAwGJhJ3rMgiC8FKNBz9lv21Hqs6w3fAr7YxxWxUvj2dB00yItnZNEQmLEBWQqW9PqCaUlUoUKiVQKEunj12qQSGXZpn4SBEF4lQx6PZM/bErv73/L8jUrpg6jeEA56nfuBTyTzkki5eaVs6hsbNFpNChVligsVEilMqRS6ePXakw/Z5M6Ir+QW9lRZtAfhC0bye1Ns7HxrUCpfr/kuE+GQ3BDHIIbcvabFli4+OBerxs310xCE/cIpb0rgZ/M4tb6qYQu+RKVmy/+708GwNIzAN93xnJj2Ug0cY+w9i5DyZ7TXtvnS42+S8L1EwT1WUDy3avoEqPQa1KQKS1xq9MFgzaV89+2xrfbBNwb9CD+8sF0F7ZGvR6jQfc4BaEGiVyZ4Xfz7KaJQv6QnKqjfTVfxnaonOG53Rfu8OPmc+ke0+oNSCWmmcLnbkZjq1KQqjNgpZShUsiQSSVIH3/tGp0emVSCTCoudAXhTTPo9fwzvBWNh/2c5WsOLRqFU4mylHnrA1OZx+mcJFIpUaHnUFramlI3WVgiV5rO35LH1yV6rem6pCCcvxsHOfLV1ghm779Dp4ouLDl6H70BXG2yT2mSqDHdTI5T67gRncLX28LTbkzrDEa6/36JH9qVpLavPcbHjwFEJel4+9cL/Ny1FGXcTSsZMlvp8LxXsUfEk/e6eD+Jz+p4seNKDP+bdYohDYozoG5x5LJXt7dXfiX6a6K/Vhglawy0C3ZhVLPM94CZuS/9yjZTf02CRAIX7iVhq5Kh0RmxVEhRKaRIJc/21wyP+2uFv33Ib8RAhCAIHB6Qea7G8iP+wiabXI0AEqkMhZ0rD/avwD6oeobnNXEPefDfn4SM3ZT2WPSZnUQe2QCA+lEE8deO4lDmf6gfRXB4QDCG1BSQSLi9eQ5GnYbgL1dh61/pJT+lIAhFyaBGvuh1Gdu1LxdtwqdUhWzLSmUy7JzdOLB+KYGVM84iiot8wMF/ljP69z1pj539dytHt60B4NGdG1w7fYjS1eoReSecQY18SU1JRiKRsmXJj2g1GoYs+Bv/4Kov+SnfDOsSwZQf/U+Wz6tcvKn1S/pVfVK5gsBP56R7zKv502XvzlVb41y1dabH82jUE49GPV884DyQWztSesCvKGydsSpWCqlCxbH+ZZAqTTMnDToNKpfi2Jasin2ZuhkvWvVajNpUUu5d58L3HZDILXj2Jfd2LsKo12MbWJ1Sny18I5+pKCg95E90mWyKue6LZpT3dsqkRHrSHG7MyJ8bRNh+9jbrj4cDEBGZyJHQh9Qt5UHEo0RKD/mTZI0OqQRmb7tAqk7PmkFNqez35jbJFYTCZGm3Uk83xH1G6+/W4+xfPtuyUpkMSwdXruz4A49yNTM8nxzzgKu7VtJ+2va0xyKObSds/zoA4u9HcP/iEbwq1CH+fgRLu5VCl2o6f59ePQuDLpWWE9fiFpRxEDO/sVPJ+eP9MozcGMbsf29TwcuGX7qWyvHGdMMABxoGONDip7P4OFjQrbI7k3be5FGiBlcbJbM6BjJ19y2+3BCKr5OKya39AQhwtWRsc19GbrzBo0QNZTysmdYu+3R3r4JGb+TcvSSaLziLg6Wc1R+WY3mPMnyy8grrz0XhaWdBgwCHdPtGgGngQmcwYjQa0eiNKGWSDL8bvcGI3mBEWUBmUIv+muiv5TfBk49mnnrtw+BcpV7LaYxA/twLdl6JYcP5SAAiYtQcvZnA//ztiYhJJXjyUVI0BiQSmHPgDhqdgVU9y1GpuG3uP5DwSoiBCEF4zRIjzhP6+0iSbl/G2rssAT2nYF2sVI7l4q8dI3TZaFLuh2JVrDRBH03HqlgQYEqBFLp8HKmRt7D2LkfQJzOxdPcD4NHh9YSvmYw2PhK7wOqU6j0HhW32F+Uh47fCC+ZqBHCt2Z6EsJOZPpfy4AZuNTukxQ6gfhiOyt2X1KjbOIU05cbKrzFo1AT0/AG3Wh0IWz4OpaMXxd8SuRoFIT+6efkMyyZ9wZ3rFykeFEyPMbMoVjLjstjnXTt9mOXfD+VBxDW8Spah19cL8PI3Ldm/eGQPK6YMI+reTbyDytPrm59w9zFdwB7Z+hfr5nxDfPQjAkNq8vG3v2Dr6Jzte41dtj/THLQOrp6ZvDqj6i3eJuzcsUyfe3AzlBpvvZMWO8DDW2G4efsTfe8mFeu9xappo9CqU/hg7GxqvPUOK6cOx9G9GM17DMzV+wtvhszCEofg+gAobJyoPOVInspX/Hpn2v+rzTz/SmMzl3M3oxm24giX7sZSrpgj096rSWkvhxzLHbn+kJGrjhJ6P57SXg7M+qA2pR6X23fpHqNXHeNWVCLlvJ2Y07M2/m52AKw9doPv1p8iMkFN9QA35veqg7NN9mlQdoxqSWZ7oHo45D792ZJ9V1l/LDzD4ylaPUEe9ukeu/EoAT9XW25HJ9G8QnHGrT6OWqvnx/dr0am6H2P+PIangxX9mhXtNBBC/hcZepb/5g8nOuIizn7lqNPvR5xKZJ86B+D+xSMc/GkEsbdDcSpRmvqDZuPoY7qeuXN6HwcXjiLhwS2c/YNpMHgO9l6mm9PX963l2NJvUcdF4l62Oo2GLEBln/35u8OMnWRWwa2cPHL1GUvW78jDyycyfS7ubhgB9TunxQ4Qf+8Gdp5+JD66TYnqzTj8yzh0mhTqDZhOQINOHFo0GmtnLyp07Jer989Pgj2t+eeTrAdvvB1V3Pm6VrrHFDIpczoHpnvs2TRFrcs507pc5t9hz+oe9Kyeu+/pVdlzLYZ78RrGNffl7RBTGiInKwV/9SzHshMPmLn/NkM2hBLgYsmuzyqmrY7Q6o2k6oxcj0yhw+ILWMgkPHtnetHhe+gNRqr72LKwS87X7sLrJfprGZ2/l8jIf8K4/DCZsu7WTGlXklJuVjmWOxYRz+hNNwiNSqG0mxXTOwQQ9Ljc/tBYxm2+wa3YVMp5WDOzYwB+zqa+1fqzj5i88yaRSVqq+9gxp3MgTtbZr7Da2qdCpv21vKReW3rsftrgwrPUWgOBz6VcC49W4+uk4nZsKk1LOfH11nDUWgM/tCtJhwqujNt8Ay87JX3qFMv1+wuvXsEY2hWEAkqXHM+FH7vjWKExVSbtx9avIld/6p9jOaPBwKW5n+Jc5S2qTjmEfVANbqyakPb8lYUDca/ThSrf7cfKK4iIdVNN75eSyNWfB+HbeSSVv92DRCbjztasUyY9oXIpjsrFO8O/nJYlGg16DDotLtXb4v/u15m+xj6oBgE9pzx+rQaApIjzWHmaOrhSpYpyQ5aTEHoCp5AmmR5DEIT8Izkhjun9O1KhbnMmrjuBX9nK/Dz64xzLGQwGFgx7n8qN2jDp77MEVf4ff04fnfb8z2M+4X9t32Pi2hN4+pdmw/yJAKiTElg8rg8dB4znm9VHkMrlbF82O8f3c/bywcWrRIZ/ckX27ZpBr0en1VKtWUe6Dp2c6WuCKtemx5iZj19ratduXjmDp59pwFVhYcnguesIPXcsw6bV5iaXKzFoU3N+oWBWBq0aqRmWisenaOgyexdNyxfj0FftqOTrTN/FB3IsZzAY+WjhflqF+HB0YgdqBrrz1ZqnNwI/+/UAXWuX5ODX7Sjlac/3f5v2YkhUaxmw5CCj21di/7i2yKVS5u+4mOP7eTvb4OOS8Z9Snvt0KT3rB3Hiu44Z/s3pWRvDc1fN529FE+hpGpxQKWSsGtiE42GRNCsvLmSFgkOTFM/Wr7riXa0J7yw4jGtgJfZMy3nSj9FgYOfkXvjWak3Xn4/hUa4WRxaPT3t+z7S+BDV5l3cWHMLRO4gTf5jOnZrkRPbN6E/1D8bQee6/SGVyzq6fl+P72bp5Y+vuk+GfLBfnb4NOi3+d9tT6ZGKmr/EsV4u6/adh0OvRPz5/R4Wew8HbdP6WWVjy1td/8vDycXyqN8v0GEL+MqShN/v6h6QNQjwhlUroUc2D/wZWYvOn5ZnS1j9diqadn1WkaSlHAl2tOD+8GieGVuXEkCrp/p3+sqrZBiGUSiUGrdos7y3knkGrRql886mc4tU6ui+9ROMgR/YPrETFYjb0X301x3IGg5FPV13hrbJOHBpUmRol7JiwLTzt+YFrrtGlkhv7B1YiyNWSqbtNezEkpuoZtO46I5uWYE//EGRS+Ong3Rzfr7iDCm/HjP/yssqoRzUPjnxRJcO/GR0DeH6xxfl7SQS6mgZVVAopy3uU5cTtBJoEOeb6/YTXT6yIEITXKPrMLuRW9vi0HQSAT7sviCm5L1dlK329DbmVPUm3LqFLjiflfmjac1KlCqNei9zG8fFNftPyZYlMhkQmw6DToLR3o+znSzBmkrrgVYk6uY3QpSNMORaf2cPh2NAaGf5vNOiwD6pJqT5zsQ2oil1gNe7t+hUwzWooM3AxEpk83WZlRqMRg0aNrABu8CoIhdW5A9uwtnOg9cfDAGjTewT+h3bnquy45QewsnPg9rXzJCfE8SDiWtpzSgtL9Dot1vaO9BgzC8PjzfCkMjkyuRydVoO9iwcDpq/C8BrbtVN7N7Hsu0HIlRZIn2nXhrcKzvB/g15HYOXafPrdYgIq1CAgpCZ7VpmWc9s4ONP/xxXI5IoM7ZpGnYKFZc4zll4H9xIBpETeRhP7INer3oQ3SxP7gKRHt7EsXRpIeaPvvePcHRyslHzR0pS+bGirClT1v5ersrtGt8LBSsnFOzHEp2i4/uDpZvWWChk6vQEHayXTutdMS6skk0qQSyVo9Abc7S35/bMGGS4qX5cnKyI0egNRCWo8HZ7WyXLF01+wVvN3pXpJVxbvvQKAk40FS/s2QC6TZqjfKVo9VkpxiSXkPzeP7UBpbU/lLkMAqPzul7iVzl2KwI4zd2Nh40D0jYtokuKIvfP0ukSmtMSg02Jh60Dd/j8+c/6WIZHK0es0WDm502zMMjC+vvN3xJEtHJj3JTJF+uuSFR9VzvB/o16HR7laNPryJ9zLVMO9THUubvoFAJWdE83G/I40k+sSfWoKctWbOX9L5aaZxqm61/c7Kwyal85+5b9UKqFiMZs3FE16T767F7lRHRQURNIj0V/Lz57014KCgnJ+8Su262oM9pZyBjXwBuCLht7su567FEPb+lbE3lLOpQdJxKt1hEY+7Wuq5FK0eiOOlnKmtC2ZtgeMTGrqs2n0BtxslSzpXibDpI3X5cmKCK3eQFSSLl2atbIe6dvjqj62VPOx5dcjpr6rk5Wcxe+WRi6TZGjP1VoDlsr8v99PYSR6yYLwGmmi76Jy9Un7WW7tgGuNdjmWk0il3Nm2iAf/rkDlWgILJy+Mhqe5zkt9Opub66dxe/N8rH3K4t/1K2x8yyNTWlKqz3zubJlH2B9jsQusRsnuE1G5Zdzc51kvukeES9WWOFdqhkQmx6BVo0uOR2nvRvhf3+FYsUnanhGa+EiUdk9zJXs1+TDdcWQWllg4F+PIgGCkChUGjdq0R8Sm2Rg0amrOvYhU8Wo2MhME4eVEP7iDi9fTNsXazpHqzTvlWE4qlbLjj7kc2LAUl2K+OLkXx6B/enH90cRF/P3TJLb+NhPvoGC6DJlEiTIhKFWWfDrpV7b+NoMVU4YREFKTbsOm4lrcL9v3e9E9Iqo0bktI/ZbI5HK0qWqSE+Kwd3Fn9azxVKzbgsBKphQG8dGPsHN6OvuuUdfe6Y5jYWmFk0dxBjXyRWGhQqNOQSKRsvnXaWjUKczadwuF8s23axXrv4VUKuPWhh/w7zElx1zRwptlNBq5vWEacrkcFxcXSLn1Rt//TkwSPi5Pb9g4WFvQvqpvjuWkUgk/7brE8v+uU8LFBi8nawzPjCjM/bAOUzeeYc72C5Qr7siEt6tSwccZS6Wcnz6uy5ztFxi18hg1Atz4rks1fF2zv5h+2T0iwLQiYmyHyiRrdFQdvZY1g5vi62qLRqfnh41nSdXqsVCYLlA/apg+dY2VUk4xJ2tKD/kTlVJGikaPVAKztp0nRaPn2o9d0soKQn6RGHkHW/en1yUWNg6UrNshx3ISqZRzG37iyvY/sPMogbVL+uuShkPmcXLFVM6unYOTbzlqfTwBl4CKyC0saTxsIWfWzObgTyPxKFuD2r0nYefhm+37vegeEX61W1OiRgukMjk6jRpNUhxWju4cXfINPtWape0ZkRL7CEuHp+fvcq3Tr+qUq6ywcS3G0m6lkFuo0KWmPN4jYia61BQ+WHkd2Ru4LpEpLLBz8eDMnUTeCXF77e8nvHqnbyfiU7zYCw1EtG3bFplMxu0N0/Dr8b3or+Uzz/bX2rXL+f7Oq3Y3LhWfZzZ6d7CU0658zntTSaUSFh26y4qTDynhqMLLXon+mfGE2Z0CmbbnFvP/u0NZd2u+esuX8l42WCpkzH87iHkH7jB20w2q+dgysZU/JZyyT6X5sntEgGlFxKhmJUjR6Kkx/QR/9ixHCScVGp2BH/feIlVnwOLxCosPa6RPwWuplFHMwYLgycdQyaWotaY9Imb/ewe11sDFUdXTygpvjhiIEITXSOnkhTry6U0EvTqJMxPbEPzlSpT2WXcoYy8f5MH+5VT+bh9KOxeiz+wiMfys6RipKRj1OoK/XIlRryNi/Q9c/WUwlSfsRJsYg9LOhQqj1mPQqrm+ZDhhK8ZT9vMl2cb5MntE3Nm2kJT7objUaEfYstFUmfQvKnc/rv0ymMrf7kEqV3J5Xh+cKzenWLNPsjyOpZsvtX8yza4Se0QIQv7l5F6MyLs3035WJyfy3QeNGTL/b+xdsm4zLh//l3/X/8aENcexc3Ll7IFtRFw6DUBqSjIGvY4h8zeg1+nYsOA7Fo/vy9d/HiIxLho7J1dGLN6ONlXN0m8/Z+UPIxgwY1W2cb7MHhHbl83hQcQ1qjXvxPLvh/LtupO4+5Tk16/68s3qo8gVShYM/4BKDVrRtHvWOaPdvP2Zd/ABQL7ZI8LG3on3Rk1n6YQBJFw7hlOl5shtnZFIRCfcnIxGA7qEKOLP7SLh1iUWLVrEyhXL3/SCCIo5WnMrKjHt50S1lpZTtvDX501xt896deJ/V+7zx3/XODC+La52luw8d4ezEVEAJGt06A1GVg9qik5vYMo/Zxjw20H2jW1DTFIqrnYqNn7ZArVWz9A/DjP2r+P8/lnDbON8FXtEPGGllNOzXim+WHaIH9+rxRfLDhGdqOHtmv4EPrdXxLP8XG2JmN0NQOwRIRQINi7FSHz49LpEm5LIhqFv0XLiaqwcsz5/3z33H1e2L+Ptef9h6eDKzeM7iJxvui7RqZMx6nW0nLAag17HiT++Z9/MgXSavQ91QgyWDq60nbIJnUbNgblDOLRoDM3HLss2zpfZI+Lc+vnE3rlOybodOPjTCN5ZcBg7L3/2zRxI57kHkCmU7Pr+Y0rUfIvy7bK+zrDz9KPXGlNfx5x7RPj8rz1rty/mw+opBLiKFeIFyfVHKWy4EEuvPi/2d+Pk5MSC+fP55JNPSL5xErvyjUV/LR/IrL/m6Pjm0/542VtwK/ZpqtWkVD1tFp1l5QflcMtm/4WDN+JYfuIh+waE4GKjZNfVGM7eDQMgRaNHZzCysmc5dHojP+y5yeB119nZL4SYZC0u1grWf1wetdbA8H9CGb/lBku6Z79H4KvYI+IJS6WMD6p5MHTDdX5oF8DQDdeJSdbRuaIrAa5Zr1TzdVIROtY0EC32iMgfxECEILxGThUbc2PlV9zaOBu32p24t2sJRoMehZ1rtuX0atNNAH1yHPEPbnBj5dc8GSgwGnScn9adwF4/YF+6NhiNabOGtAlRnPv+bcoM+Bmr4qaTQmYrHZ6ncin+wp8x5tweXGu2RyKTI5GZlhC713nncSdJgi4lgZLdJ3Dm27bYl66NjY+4SBeEgqx8neasnDaSzYunUbNVV3avWohBr8fOOfvZeuokU7uWnBDLg5uh/PnjqLQlsga9jun9OtBz3BxKV6sHRmNaaoeE6EimftqKfj/8QfEg0wotvT7jTMnnOXv55PiarFw4uJPqLTojkyuQPU6N8L823dPatZTEeLoNm8qknk0oXa0e3kFZz9DMj+p1+ACpRMqSb/qRnBpDSkqyuUMSAFs7e1o1akCvD2fStGlT00DEG9a0fDHG/nWcmVvP8XYNf37ZewW9wYibXfYz3hJTtQDEp2gJe5jAuNXH04YB9XoDXWbtZPr7tahTygMjoH88/S4yQU2HH3ewpE99yhYzXcjr9DmnIfF2fjVpNvQGAxduxzCgeTm2n7tNjXHr+bJ1RQa1CEYuEzd7hMLFp1pTDv8yltN/zSCg4Ttc3PgzRoMeS4fsz9/aFNP5OzUpnri7YRz+eVzaQIHBoGfL+C7UGzgDz/J1gKfnb3VsJBtHtafpqCU4+Zr6/8ZcnL9t3bxf+DPeOrmbgHodkcoVSB9flwQ1fheJVIpEIkGTnEDt3pPY8OVbeFWog7Nf1iu/84OQzgO5d2o3LRaeo1UZR4I9bVDKxMz4/EyjN3L+XhJbr8Ti6x/A8OHDX/hYH3/8MSVKlGDxr7+ya/caouLjXmGkwot6vr9mDo2DHPlqSziz99+mU0VXlhy5j94ArjbZbx6dmGq6NxSn1nMjKp6vt4anXY/pDEa6/36RH9oFUNvPHqORtNRMUUla3v71Aj+/W4oy7qaVDJmtdHhecYfs+4+5pTcYuXg/ic/qFmPHlRj+N/MkQxp4M6Be8XR7vwgFgxiIEITXSG5lR7kv/iD095Hc3jQb6xIVKDPglxyXVjoGN8SxfENOfdUClYsP7vW7EbF6Epq4RyjtXSn16Swi1k3l+q9fonLzJaCHaVM4K88A/LqO5frSkWjjHmHtXYaAXtNe2+dLjb5L/PUTlO67gOS7V9EmRKHXpCBTWuJetwsGbSpnJrSmZPcJeDbsQdzlg+kGIowGPeh1GI1GjDqNaa+J5343RoMeo0Gf48bZgiC8GVa29gyes5Zlk75g0+JplCgTQr9py3Ns14JrNyG4dhMmdKuHS7ES1O3Qk7WzxxMX9RB7Zzc+nriI9fMm8tuEAbh5+/P+qBkAePoF8c7gb1k26Qvioh7gHRjMB+PnvrbPF/3gDtfPHqH390u4G3aZhJhINOoUlCpL6rR7D60mlW97NKLb8Kk06PwRl4/tTzcQodfrMTxu13RaDXJFxnbNoNdjMOhz3Dj7dQoIMc0M+nvDOurUqWO2OIT8xc5SyaoBjRm24ggztpynoo8zS/o0yLF+NypXjIZlvWj83SZKONvwXp1AJq47ycP4FNzsLJn3YR0m/3OaL5Ydxs/VlqndTftHBXrY81WnKgxbfoSH8WrKFXdk+vu1Xvvn1OoNnL0ZTeNvN+NorWTdF834c2ATPvxpL+uO3cDLwYpG5bzwcEg/w06nN6AzGE17vegMKOXSDL8bvcGA3mDM08bZgvAmKK3taPHVSv6bP5zTf83ApWRFmo76Lcf67V25EcUrN2LdoEbYupegdPP3OfrbBJJjHmLl6EaDIfM4sWwy+2cPxs7TjzqfTQXAwTuQmr2+5sC8YaTEPsTZrxx1B8x4bZ8vMfIuDy8do/GwRcTevII6PgpdagpyC0tKNemGXpvKhiHNqd17EmXf+pC7Zw+kG4gw6HUYH5+/DToN0kyuSwx603VJThtnvyqWDq689d0Gdnz7ARsvn2bz1US0upwHcwTzUcjl+Pn68sWwvvTv3x9X1+wnIOakadOmZrvZLeRfdio5f/Qow8h/wpi9/zYVvGz45d1SObbnDQMdaBjoQIsFZ/BxUNGtihuTdtzkUaIGVxslszoFMnXXLb7cEIqvk4rJbfwBCHC1YmyLEoz8J4xHiVrKeFgxrX3Aa/+cGr2Rc/cSaT7/DA6Wclb3Cmb5B2X5ZMUV1p+LxNNeSYMAx3T7RoBp4CKtv6Y3opRJMumvGR/318TEkzdNYjS+oR1GBCEfmThxIt/9OJsqP54ydygFmj41hfhrR3EMro82MZrTX72FJvYBUqVp6bBRp8HCpTgh47cgVVpmaPxPjmuCb8fhqNx8OTupA1K5BTx37jTq9dgFVadMv4Wv/fOc+KISo74YwJgxY177ewnCizhw4AB169Zl4toTePgGmjucQik1JZnrpw9RrlZjEmOjmNC9PrGP7qF8vDmlTpuKs6cPY//Yh1JllaFd+6pLbTr0G4trcX+mfNwcucIiY8dXryOwUm36Tln6xj7X8+6HX2NMxyr8+++/YiAin2rSuBF28Tf46eO65g6l0Gn07UbuxSTzVecqdKlZMu1xg8HI0gPXmLP9AjcjEwn0sGPf2DZpqyMaTNjIqHYh+Lra0vaHbZkOROgMBmoGuPHLp/Xf6Gfq/fO/xNv5sXPX7jf6vsKL8fMPwL5KK6p/MNbcoRQaOnUy9y8eoXjlhqjjo1k3uAnJ0feRW5iuS/RaDbZu3rSfvgO5Rcbz95oBDaj6/ijsPH35Z3gb06bXGQYidHiUq0mTEYvf2OcCOPrbBOJObOJG2PU3+r6CIOTN0KFD+XvZQvb2K1irpfOrZvPOcC8+lXEtfHn7mb1yDAYjy048YP6BO9yMSSXAxZJd/ULSVkc0mXua4U188HVS0eGX81jIpBnuM+kNRqqXsGNhl1Kv/XM0mHuOtu99yg8//PDa36sgECsihKLLmPPSfyF7MgtLHINNF9oKGyeq/XAkT+Urf7Mz7f81Z59/pbG9EPE3IRQQYg7B62NhaUW5Wo0BsHFw5vtNeWubvlp1MO3/M3aHv8rQXinxNyQUZV+2qkj1AFecbdKnDJBKJfSsF0SPOoGcvRWNWqNLl6Jp79jWaf+/PO2dNxavUEiJdviVkqusKF7ZtL+Mys6Jd385mafynWbvTft/j+VXXmFkr4D4WxEEoQga0tCbaj62OFmnTzkllUroUc2D96q4c+5eEmqtIV2Kpp39QtL+f35E9TcVrpBLYiBCKJLs7OzQJCWkLbsVBINOgyYpHjs7O3OHIghZsrQ0zepTJyeYORKhoHvyN2RllfXmboJ5SSQSDOLm02vxVkj2OeilUgkhJZzfUDSvht5gzDElg5B/2NjYkJoYa+4whAIiNTEWG5tXszeOIAivj1QqRS+6bq9M8zJO2T4vlUqoWCz/t406gxGpVKSAekL8JoQiqUGDBui1qcSc32vuUIR8Iub8XvRaDQ0bNjR3KIKQpdKlS6OytOTysf3mDkUo4C4d3YfK0pJSpV7/cmThxTg5u3A3Vm3uMIQC4l6cGmeXl8tFLrw59er+j7undmM0iNW4QvaMBgN3T+2mfj2RRlEQ8jtXV1fux6lRa0XbLpiotQYexKlfer+YwkQMRAhFUvny5alctRo3fhtGzPl9GPVi06+iyqjXEXN+Hzd+G0blqtUIDg7OuZAgmIm1tTVt27Zl+9KZRFw6be5whAIq4tJpdvw+i7Zt22JtbW3ucIQstGjRguNhD4mIFCughOyFP0rgeNhDWrRoYe5QhFx67733SHh0lwNzh4iVEUKWUhNjOTB3CAmP7tK9e3dzhyMIQg5atWpFcqqWzRejzB2KkE9svhhFskZHq1atzB1KviE2qxaKrEePHtGkWXPOnj6F0soWpZ0zEsnrGZszYkSnNQ12yBVyJM/vlCOk86Z+X0ajAU18FJrkBCqEVGLn9m1ipFrI96Kjo2ncuAmnT5/Cr1wlXL1LIpOJTItCzvR6HY9uhXLjwilCQiqxa9dOnJyyX/IsmE9sbCwVK5RHpklgbPsQ6pf2wEalEOl3BMC0z0uiWsu+y/eZsP40eqUtZ86ew8HBwdyhCbn066+/8tFHHyGVyXH2LYNMqSLDbpoFgP7xhK781hfJr3HljhG9Rk1U+CUMeh2LFy+mZ8+e5g5KEIRcaNumNTu2beXzesVoVtoRZ2sFUtF3K1IMRiNRSVq2X45h5v47NGvxFhv+/sfcYeUbYiBCKNKMRiPHjh1j165dxMXFvZbNO5OSkli+fDl6vZ5u3bqJPQhyKS4ujuXLlyOXy+nWrdtrmbUrkUiwt7encePGVKtWTdzcEQqMpKQk/vnnH/7++2/u3r2HTq83d0gvJS4ujosXLlCmbBkcHBzNHU46sTExXLp0ibLlymFvb2/ucF6KXCbDy8uTtm3b0qZNG7EaogAICwvj7U6dOHn6tLlDEfKxyiEhrF67Fj8/P3OHIuTR3bt3Wbt2LefPn0etLnip2O7du8f27dtp0qQJxYoVM3c46dy+fZtdu3bRrFkzPD09zR1OnqlUKoKDg+nYsSNeXl7mDkcQhFxSq9X07duXVStXkKJONXc4ghlZqizo0vVd5s+fj0qlMnc4+YYYiBCE1ygyMpIGDRoQExPD/v37KVmypLlDKlBCQ0OpV68ejo6O7N27FxcXF3OHJAjCa9CoUSPi4uI4fvx4vhsQNBqNVKlSBUdHR3bt2mXucIQi6urVqxw/fpzk5GRzh5JnP/zwA2q1mtGjR+fL+j1x4kSsrKwYMmSIucPJMysrK6pWrUpQUJC5QxGKqEaNGhEfH8+xY8fyZf0W529BEMwlKSmJY8eOER8fb+5QcmXMmDEkJSXx448/5sv2/IsvvsDa2pqJEyeaO5xcsbOzo1q1amLiVyYK4jpFQSgQYmJiaNq0KY8ePWLfvn1iEOIFlCxZkl27dlG/fn2aNWvGrl27cHTMX7OlBUF4Of/99x979uxh7dq1+a7TC6aVU6NHj6Zz584cPHiQ2rVrmzskoQgKCgoqkDeb//vvP65cucLatWvp0KGDucPJlLOzM506daJcuXLUqlXL3OEIQoFx8ODBfH/+HjNmDJ06dRLnb0EQ3jhra2saNGhg7jBy5b///uPcuXOsXbuWdu3amTucTOl0Ojp37oyrq6vorxVwYkWEILwG8fHxNG3alNDQUPbu3Ss2QH5J586do0GDBgQEBLBjxw6R3koQCpGWLVty8+ZNzp49i1T6evbpeVkGg4Hg4GD8/PzYtGmTucMRhAKjoNTv8uXL4+fnx8aNG80djiAUGK1atSIiIqJA1G9fX19x/hYEQchCy5YtiYiI4Ny5c/m6PQ8ODsbf31/01wq4/PkXJggFWFJSEq1ateLKlSts375dDEK8AuXLl2fHjh1cuXKFVq1akZSUZO6QBEF4BU6ePMmWLVsYNWpUvu30AkilUkaPHs3mzZs5deqUucMRhAKhINXvUaNGsWnTJlG/BSGXTp48yebNmwtM/Rbnb0EQhMw96a+NHj0637fno0ePFv21QkCsiBCEVyglJYXWrVtz9OhRdu7cSY0aNcwdUqFy+PBhmjZtSvXq1dm4cSOWlpbmDkkQhJfQqVMnzp49y6VLl5DL83e2SJ1OR6lSpahUqRKrV682dziCkO8VtPpdunRpQkJCRP0WhFwQ9VsQBKFwKGjtubgeK/jy73CXIBQwqampdOzYkcOHD7N582YxCPEa1KxZk02bNnHo0CE6depEamqquUMSBOEFXbhwgbVr1zJy5Mh83+kFkMvljBw5kjVr1nDhwgVzhyMI+VpBrd9r167l4sWL5g5HEPK1glq/16xZI+q3IAjCMwpqey76awWbWBEhCK+AVqvl7bffZuvWrWzatInGjRubO6RCbefOnbRu3Zq33nqLP//8E4VCYe6QBEHIo/fee4/9+/dz/fp1lEqlucPJFY1GQ0BAAPXq1WPZsmXmDkcQ8i1RvwWh8CrI9bt+/fr8/vvv5g5HEAQhXxDtuWAOYkWEILwknU7He++9x+bNm1m7dq0YhHgDmjRpwtq1a9m0aRPvv/8+er3e3CEJgpAH169fZ8WKFQwfPrzAdHoBlEolw4YNY8WKFYSGhpo7HEHIl0T9FoTCq6DX7+XLl4v6LQiCQMFuz7/88kvRnhdgYkWEILwEg8FAz549Wb58OX/99RcdOnQwd0hFyrp163j77bfp3r07v/76a77eXEkQhKc+/vhjNm3aRFhYWIHb6yUlJQU/Pz/atGnDokWLzB2OIOQ7on4LQuEl6rcgCELhUNDbc19fX9q1a8fChQvNHY6QR+KunSC8IKPRSJ8+ffjjjz9YtmyZGIQwgw4dOrBs2TKWLVvGZ599hhhXFYT87+bNmyxdupQhQ4YUuE4vgKWlJUOGDOG3337j1q1b5g5HEPKVmzdv8ttvv4n6LQiFkDh/C4IgFA6FoT0fOnQoS5YsEe15ASQGIgThBRiNRj7//HMWLVrE4sWL6dq1q7lDKrK6du3K4sWL+emnnxg8eLAYjBCEfG7q1KnY2trSp08fc4fywvr06YOtrS1Tp041dyiCkK9MnToVOzs7Ub8FoRAS529BEITCobC05zY2NqI9L4DEQIQg5JHRaGTEiBHMnj2bBQsW8MEHH5g7pCLvgw8+YP78+cycOZORI0eKwQhByKfu37/PokWLGDx4MDY2NuYO54XZ2tqmDUbfv3/f3OEIQr5QmOr3oEGDWLRoEQ8ePDB3OIKQL4j6LQiCUDiI9lwwNzEQIQh59PXXXzNlyhRmzJhB7969zR2O8FifPn2YPn0633//Pd988425wxEEIRM//vgjFhYW9O/f39yhvLQBAwagUCj48ccfzR2KIOQL06ZNKzT1u3///qJ+C8IzCtP5W9RvQRCKssLUnovrsYJJDEQIQh5MnjyZr7/+msmTJ/P555+bOxzhOYMGDWLSpEl89dVXfP/99+YORxCEZ0RFRTFv3jz69++Pg4ODucN5aY6OjvTv35/58+cTFRVl7nAEwayioqKYP39+oavf8+bNE/VbKPIK6/lb1G9BEIqawtie9+vXT7TnBYwYiBCEXJoxYwYjR45k/PjxDB8+3NzhCFkYMWIE48aNY8SIEcycOdPc4QiC8NjMmTMxGo0MGjTI3KG8MoMHD0av1zNr1ixzhyIIZiXqtyAUXqJ+C4IgFA6iPRfyAzEQIQi5sGDBAgYPHsywYcMYP368ucMRcvDVV18xbNgwBg0axMKFC80djiAUeXFxccyePZvevXvj6upq7nBeGVdXV3r37s2sWbOIj483dziCYBZxcXHMmjWLPn36iPotCIWMOH8LgiAUDoW1PXdzcxPteQEjBiIEIQdLliyhb9++DBw4kMmTJyORSMwdkpADiUTC5MmTGThwIH369OG3334zd0iCUKTNmzeP5ORkhg4dau5QXrmhQ4eSnJzMvHnzzB2KIJjFvHnzSElJYciQIeYO5ZUT9Vso6sT5WxAEoXAQ7bmQX0iMRqPR3EEIQn61cuVKunfvzscff8yCBQvEIEQBYzQa6dOnDz///DPLly+nS5cu5g5JEIqcpKQkfH19efvttwtt57BPnz6sWbOG8PBwrK2tzR2OILwxRaF+9+3bN61+W1lZmTscQXhjRP0WBEEoHIpCe96nTx/Wrl0r2vMCQKyIEIQsrFu3jvfee4/33nuP+fPni0GIAkgikTB//nzee+89unfvzrp168wdkiAUOYsWLSImJoZhw4aZO5TXZvjw4cTExLBo0SJzhyIIb9TChQuJjY0t1PV72LBhREdHi/otFDlF4fwt6rcgCEVBUWjPhw8fLtrzAkKsiBCETGzevJn27dvTsWNHli1bhlwuN3dIwkvQ6XRpAxHr16+nZcuW5g5JEIoEtVpNyZIladasGb/++qu5w3mtevbsyY4dOwgLC8PCwsLc4QjCayfqtyAUXqJ+C4IgFA6iPRfyG7EiQhCes3PnTjp27EirVq34/fffxSBEISCXy1m2bBktW7akY8eO7Nq1y9whCUKRsGTJEu7du8fIkSPNHcprN3LkSO7du8eSJUvMHYogvBGifgtC4SXqtyAIQuEg2nMhvxErIgThGfv376dFixY0aNCAdevWiVHUQiY1NZX27duzf/9+tm7dSt26dc0dkiAUWlqtlqCgIGrUqMHKlSvNHc4b0aVLF44ePcrVq1dRKBTmDkcQXhutVktgYCC1atVixYoV5g7njRD1WygqxPlb1G9BEAoH0Z6L9jw/EisiBOGxw4cP06pVK2rVqsWaNWvEIEQhZGFhwdq1a6lZsyYtW7bkyJEj5g5JEAqt5cuXEx4ezqhRo8wdyhszevRowsPDi8yNWaHoWr58OREREaJ+C0IhJM7fgiAIhYNoz4X8SKyIEATg5MmTNGrUiPLly7N161asra3NHZLwGiUlJdGiRQvOnz/P7t27qVSpkrlDEoRCRa/XU7ZsWcqUKcP69evNHc4b1bZtW65evcqFCxeQyWTmDkcQXrmiXL/btWvHlStXRP0WCi1Rv0X9FgShcCjK7bm4HsvfxIoIocg7d+4cTZs2pVSpUmzatEkMQhQB1tbWbNq0iaCgIJo2bcr58+fNHZIgFCqrV6/m6tWrjB492tyhvHGjR4/mypUrrFmzxtyhCMJrIer3FdauXWvuUAThtVizZk2Rr9/i/C0IQmEg+muiPc+vxIoIoUi7fPky9evXx8vLi927d+Po6GjukIQ3KCYmhkaNGnH37l32799PqVKlzB2SIBR4BoOBkJAQPD092bZtm7nDMYtmzZrx4MEDTp8+jUQiMXc4gvDKiPot6rdQeIn6Leq3IAiFg2jPRXuen4kVEUKRFRoaSuPGjXF1dWXHjh1iEKIIcnR0ZPv27bi6utK4cWPCwsLMHZIgFHgbN27k3LlzjBkzxtyhmM3o0aM5e/YsGzduNHcogvBKifoNY8aMEfVbKJRE/Rb1WxCEwkG05+J6LD8TKyKEIikiIoJ69eqhUqnYt28fHh4e5g5JMKP79+9Tv359UlNT2b9/Pz4+PuYOSRAKJKPRSI0aNbC0tGTfvn3mDsdsjEYj9erVQ6PRcPjwYTELRygURP1+qm7dumi1Wg4dOiTqt1AoGI1GatasiYWFBfv37zd3OGZVr149UlNTxflbEIQC6Ul/TaVSFen2XFyP5V9iRYRQ5Ny5c4fGjRsjk8nYtWuXGIQQ8PDwYNeuXUil0rRUTYIg5N3OnTs5duxYkcxF+iyJRMKYMWM4evQou3btMnc4gvBKiPr91JgxYzhy5Iio30KhsXPnTo4ePVqkZ88+MXr0aHH+FgShwHrSXyvq7bm4Hsu/xIoIoUh58OABDRo0ICkpif379+Pr62vukIR8JDw8nHr16mFtbc2+fftwc3Mzd0iCUKDUr1+flJQUjhw5UuRnnRiNRqpVq4aNjQ179+41dziC8NJE/X7KaDRSvXp1rK2tRf0WCgVRv58S9VsQhIJMtOdPieux/EmsiBCKjKioKJo2bUpcXBy7du0SgxBCBr6+vuzatYu4uDiaNGlCVFSUuUMShALj33//Zf/+/YwZM6bId3rh6Sycffv2ceDAAXOHIwgvRdTv9CQSCaNHjxb1WygUntTv0aNHi/qNOH8LglBwifY8PdGe509iRYRQJMTGxtK4cWNu3brFvn37KFOmjLlDEvKxixcv0qBBA3x8fNi5cycODg7mDkkQ8r0WLVpw9+5dTp8+jVQq5jkAGAwGKlasSPHixdmyZYu5wxGEF9aiRQvu3bvHqVOnRP1+TNRvobAQ5++MRP0WBKEgEu15RqI9z3/EX6ZQ6CUkJPDWW29x48YNduzYIQYhhByVLVuWHTt2EBYWRsuWLUlISDB3SIKQrx07doxt27YxevRo0el9hlQqZdSoUWzdupXjx4+bOxxBeCFP6veoUaNE/X6GVCpl9OjRon4LBZo4f2dO1G9BEAoa0Z5nTlyP5T9iRYRQqCUnJ/PWW29x+vRpdu3aRdWqVc0dklCAHD9+nMaNGxMSEsKWLVuwsrIyd0iCkC+1b9+eS5cucfHiRWQymbnDyVf0ej1lypShXLlyrFu3ztzhCEKeifqdtSf1Ozg4mLVr15o7HEHIsw4dOnDx4kVRvzMhzt+CIBQkor+WNdGe5y9imEwotNRqNe3atePEiRNs2bJFDEIIeVa1alW2bNnCiRMnaN++PWq12twhCUK+c+7cOTZs2MDIkSNFpzcTMpmMkSNHsn79es6fP2/ucAQhT57U71GjRon6nYkn9XvdunWifgsFzrlz51i/fr04f2dBnL8FQSgoxPVY9kR7nr+IFRFCoaTRaOjYsSO7du1iy5YtNGjQwNwhCQXY3r17eeutt2jSpAlr1qxBqVSaOyRByDfeffddDh06xLVr11AoFOYOJ1/SarUEBATwv//9j+XLl5s7HEHI1oULFyhTpgxSqZR3332Xw4cPc/XqVVG/syDqt1BQifN3zkT9FgQhvzp+/DiVKlVCJpOJ9jwXRHuef4gVEUKho9PpePfdd9mxYwcbNmwQgxDCS2vQoAEbNmxg+/btdOvWDZ1OZ+6QBCFfuHr1KqtWrWLEiBGi05sNhULB8OHDWbVqFdeuXTN3OIKQpbi4OCpWrMiePXvS6vfw4cNF/c6GqN9CQSTqd+4oFApGjBgh6rcgCPlKYmIiNWvWZNu2baI9z6Vn+2tXr141dzhFmhiIEAq8yMjItP/r9Xp69OjB33//zerVq2nWrJkZIxMKk2bNmrF69Wo2bNjABx98gF6vB8BoNHLnzh0zRycI5jF58mQ8PDzo2bOnuUPJ93r16oWbmxuTJ082dyiCkCWtVoteryc+Pp7Jkyfj6ekp6ncuiPotFDRPzt8ffvihuUPJ9z788EPc3d1F/RYEId8wGAzo9XoSExNFe54Hor+WP4iBCKFAO3z4MG5ubjx48ACDwcDHH3/Mn3/+ycqVK2nTpo25wxMKmTZt2rBixQpWrlzJp59+isFg4ObNm3h7e3P8+HFzhycIb1R4eDi///47X375JSqVytzh5HsqlYovv/ySpUuXEhERYe5wBCFTcrkcgHv37vH7778zdOhQjh8/Tt26dQkPDzdvcPmYqN9CQSLO33mjUqkYOnSoqN+CIOQbT/aBuH//flp7fvDgQSpXrixm+2fjSXv++++/i/bcjMRAhFCgrVq1Cg8PD1xcXOjfvz+//fYbS5cupVOnTuYOTSikOnfuzNKlS/n111/p378/xYoVw9nZmdWrV5s7NEF4o6ZMmYKDgwOffvqpuUMpMHr37o29vT1TpkwxdyiCkKknF7br16/H3t6e1NRUGjRogEQiwc3NzczR5W+ifgsFhTh/552o34Ig5CdPJo5s2LABe3t74uLiaNq0KU5OThQvXtzM0eVvoj03P7FZtVBgGY1G/P39ad68OZaWlsyYMYNffvmFXr16mTs0oQhYvHgxH330EYMHDyY2NpaDBw9y+fJlc4clCG/E3bt38ff3Z9y4cYwaNcrc4RQo3377LRMmTODGjRt4enqaOxxBSCclJQUrKyvkcjmlSpXiwoULDB06lO+++07kHc4FUb+F/E6cv1+cqN+CIOQXOp0OhUKBTCYjICCAK1euMHr0aL7++uu0SSVC1kR7bl5iRYRQYJ05c4bw8HBiY2OZMWMGc+fOpUOHDvz777/mDk0oxIxGI9u2baNNmzbMmTOH6dOnk5iYyJUrV7h06ZK5wxOEN2LatGmoVCr69etn7lAKnP79+6NSqZg2bZq5QxGEDJ5cvOp0Om7dusXatWuZOnWqGITIJVG/hfxOnL9fnKjfgiDkF0/6a3q9ngcPHrBx40YmTpwoBiFyqV+/flhYWIj23EzEQIRQYK1fvx6VSsWqVat4//332b59O+7u7rRo0YK4uDhzhycUUpGRkXTs2BFPT082bdpEt27d+Ouvv1Aqlaxfv97c4QnCaxcZGcmCBQsYOHAg9vb25g6nwLG3t6d///7Mnz+fyMhIc4cjCOnI5fK0NEzHjx+nQ4cO5g6pQBH1W8jPnpy/BwwYIM7fL8De3p4BAwaI+i0IgtlJJBKkUimenp6cPHmSVq1amTukAsXBwUG052YkBiKEAmvhwoWo1WqUSiW///479+7dY+rUqVy/fl10roXXxtXVlfDwcGbNmkV8fDzLly9HoVCg0WiYP3++ucMThNdi6dKlbNq0CYAZM2YgkUj4/PPPzRxVwTVo0CAAZs6cad5ABOE5UqmUbdu2ERoaSmBgoLnDKZBE/RbyK3H+fnmff/45EokkrX5v2rSJpUuXmjkqQRCKoiNHjhAaGoqfn5+5QymQnvTXZsyYAcD48ePT/i+8XmKPCKFA0uv1KBQKnJycGDhwIN26dSMgIMDcYQlFUHh4OCtXrmT69OlER0ej0WiQSCTmDksQXqkGDRpQvHhx5syZQ4kSJfj000+ZOnWqucMq0IYOHcqiRYuIiIggJiaGzp07s2/fPmxsbMwdmiAIL+nZ+p2UlMQ777zD1q1bsbW1NXdoQhGSkJBAixYt+PPPP7G2thbn71fk2frdr18/7t69y549e8wdliAIgpBHQ4YM4eeffyYiIoIOHTrg5eXFH3/8Ye6wCj0xECEUWMnJyVhaWoqbvkK+odPpkMvl5g5DEF65Jk2a4OrqSrly5Zg4cSLh4eHo9XpUKhXOzs7mDq9AunfvHn5+fowdO5Zq1arRvHlzIiIi8PHxMXdogiC8pGfrd+3atWnUqBGhoaH4+/ubOzShCAkNDSUgIIA9e/Zw4MABJk6cKDbmfAlRUVGo1WqkUmla/T537hxRUVHs2LHD3OEJgiAIuXT06FG0Wi1+fn74+/szduxYtm7dip+fn1jl9gaIO2ZCgWVlZWXuEAQhHTEIIRRWMpkMtVrNjBkz+OSTT9i2bRt9+/Zl+PDhjB8/3tzhFSipqaksWbKE7t2789FHHzF9+nQWLlwIIDaYy4PExEQ2bdrE9u3biYmJQcyrKVokEgmOjo40a9aMVq1a5ZuVRDqdjuXLl9OpU6e0+l2hQgVA1G/hzXvyN5eQkMCMGTP4+OOPsbOzY+nSpXTr1k30W/Nozpw5fP/99yxYsICPP/6Y6dOnU6dOHVG3hSIvOjqatWvXmvpk0VGiTybkikQiwdHJmWbNmtGxY0ecnJze2HuvXbuWKVOmMH78eHr16sX06dMpWbKkOC++IeK3DISFhbF69WrOnz+PWq02dzhCPqJSqQgODqZz585iFlshEBkZydq1a9m3bx/x8fHmDkcwAzs7O+rXr0/Hjh1xcXExdzgFhlwu5/r168TGxhIdHU3Pnj3p1asXw4YNM3doBU5UVBRDhw5l5syZzJ49m4ULF6btvyE6v7kTERFBg3p1Cb95i7LFHPGwVSAViyOLFIMRriRoWbx4Mb4+3uzd/y8lSpQwd1hERkbSt29fpk6dyqxZs1i4cCH//PMPIAYihDfvyd/cP//8Q1xcHJ07d6ZGjRrcuHGDZs2a4eHhYeYIC5Zhw4YRERHBBx98QLdu3YiNjSU0NDRftD2CYC5Xr16lYYP63H/wgKol3fG0VyEVGSuEXDAYjUTcvEjvNasZP24se/buIygo6I2893fffYe1tTXjx4+nbt26xMbGcu/evbTJI8LrVeRTM82bN49+/foht7DEpkQwEoWluUMS8hGjNoXEiPPoUlOYO3cun332mblDEl7QiRMnaNS4CQkJ8TiUrIzMxglEJ6loMRrRJ0YTG3oSW1s7du/aSZUqVcwdVYHQunVrtm3bhr29PYmJicydO5ePPvrI3GEVWFeuXKFTp06Eh4dTtWpVzpw5Q2xsLJGRkSLVVS5UqliBmLvh/N6rMoFu+WMmvGAe1x4m8v7ikzh6+XLqzFlzhwPA+fPn6dSpE/fu3aNq1aqcOnUq7QJX3PgV3qR79+7h5eWFg4MDlStX5tixY3h5ebFmzRrKlStn7vAKrF9++YV+/fphY2NDXFwcLVq0SBtwFISixGg0Uq5sGfTxj1g5oDHFnUWfTMi721GJdJ29C7m9G+cvXHyjqdd37NjBu+++i1qtJiUlhY8++ihtpbrw+hTpgYj9+/dTv359PBt/hE+nEcgsRKofISN9ajI310zm3q5f2L9/P3Xr1jV3SEIepaam4lWsOEZHH8oNXIyFg5u5QxLMKDX2IRdm9UISc5O7d25jYWFh7pDyvZCQEM6cOUPx4sX5+++/qVSpkrlDKvCSkpLo3bt3ug3RYmJicHBwMF9QBcCFCxcIDg5myYdVaV7O3dzhCPnAtgsP6PnrcS5cuEDZsmXNHQ4A8fHxfPTRR6xevTrtsYcPH+Lq6mrGqISi5uHDh7i7P20n3377bX755RexaforcPLkSdq1a8ft27cJCQnh1KlT5g5JEN64M2fOEBISwooBTWlcvri5wxEKsJ3nbtFt9k7OnDnzxlcl3Lp1izZt2nDmzBkaNmzI7t273+j7F0VScwdgTn/88QdWrt74vvu1GIQQsiSzsML33a+xcvVOd8NIKDh27NhBdFQkQb1+EIMQAhYObgR9OJXoqEh27txp7nAKhNKlSxMcHMzZs2fFIMQrYm1tze+//868efOQSk3dMZG6JWdHjhwBoH6QSK0mmDz5W3jyt5Ef2NnZ8eeffzJ9+vS0mX2ifgtv2pO/OYlEwvTp01m1apUYhHhFKleuzNmzZwkODqZUqVLmDkcQzOL48eMA1CntmeE5jU6fbVmDwUiqNvvXPBGdqMZgyN386X8v3+XD+S9+I3n3hTvceJi7FM6xSanpfk5K1aLW6l74vYuyuqW9gKd/U2+St7c3R48epW3btrzzzjtv/P2LoiKdjPjf/w5hW7Z+pkt/DDoNUrkyy7JGgwGjXotUkfNMWm1iNHIrByTSNzPuE3t+HwoHd6yLl87V641GI1HHN2Jf+n8obN/cBjEFiUQiwbZsff7975C5QxFewNGjR7FydMO6mLhQEEysi5fGytGNo0eP0qpVK3OHk++tXLnS3CEUShKJhL59+1KsWDFmz56dbzbczc+Sk5OxUMhQKcx3U1erN2AwGrGQ5xyD3mBEZzDk6rXCi1EpZFgoZCQlJZk7lHQkEgmDBg2iePHi/Pjjjzg6Opo7JKGIcXJyolatWnzxxRd07tzZ3OEUOo6Ojpw7d87cYQiC2aSkpGChkGPxXJ8sPllD8JcrUcikaffantygVylMtyANRiM+LjbsHdc+Xdkl+y7z9/EbrB3yVtpjg5f+R5CnA6M7ZJ5SN1WrRy6TIJNKuXY/DjvLzO/j6fQGjEZQyLO+L7d0/2WcbVRMe/9/2X72Y6EPeXvGNo5M6IS7g2lS86wtZzl87QEbvmyZbdmc3I9N5sj1B7Sr6vdSxylILBQyLBRykpOTzfL+SqWSDRs2mOW9i6IiPRCRnJyM3Mo+w+O65HiOf1EJiVwBmBpOg9a0ibVUoTK9yGjAwsWbkK/Tz6a9v3cpkcf+IfjLv9IeC13yJZaeAZToNPKVxZ5w4zSpUbfTfpZI5ThXboHRYCB06TCKt/0i1wMREomEO5vnoH54g+KtBr50bJqY+8RfP4pLtbYvfaxXTZccR8r9UCzd/ZFbO+SprNzKnqSb+esiV8gdU123e6P5Bp9n0GnBaMjV4KXRoMeo1+XqtcKLkUgkyK3s8t2NK6Foatu2LW3b5r9zZn4lIfO2/Fh4NO8uOkop94wzfo1GOHUrltDvWmClzH5QoOO8Q3SsXIz3avpk+vw/Z+7x5epzWDxzIavVG0nR6rFTpe9a6w1GWlf0ZNrbT5eZxyRrOHMrjp2XHlI/yIWmZV9diqlEtY6/z9ylW43MY3/d9AYjl+8noFJIKen65gbWsvqbyA86d+4sbgILZiGRSDh48KC5wxAEoRDL7PLazkrJzbk9SNXq0wYpxqwyrVqc2KUGYNoXwNMxY1YSlUKWNlgBpkGGQ1fv813XGlnG0GXmdg5evY9MKkFvMCKVSPjz8PUMr9MbjHSpFcDsD02ptudsO8e87eexVKZ/P53ewN6LdwHTyo4EtZbw2e+nO9Zfh0PpUM2PqRtPs+vcbaRSCXHJGnQGA1VG/pVWdsXAZgR7536y7/3YZD6Yt4tJ79bMdZnMPIhNpv+v/3L42gOsLOQMb1eJXg3KAHA2IpIm36bf1+bvL1tSMzD7/mh8soaBv/3L/kv3qB3kwZwP6+JgbbpfMX/Hecb/dSzttTKphHsLeub43LPE9p1FR5EeiDBCpn/tcis7ai4IxaBNTbsReGPFOAD83v0GgNSoOygdM244J5VbPB2sAAzaVOKvHMav2zdZxnF6fBPUjyKQSOUYdRq83voMn3ZDiDm3h0uzPkBmYQ2AXp1AxfHbsPYux8P9y0l5EIZdqVpEHd+IpUdJnCu3IPLIOlKjbnN36zzubvsJAJnKmnJDViJTmY4T9scYok5sSrfiw6BVc3fHzzzYZ0o9ZNBpkFvZU2ni3lz+Nk00Mfe5PPcj/LpNzFO55xl0WsKWjSTq+EasipUm6NO5WDgXy7FcavRdrv8yiMTwMzhVbkHJHlPSvsPIY/8Q+tswLJy8UD+KIKDXdFyqtQEgbPlY7u9anHYclZsvlSf9l/7gEglFdkOVQiCrmxSx145xemq3zFdLGI3Eh52iwaLrOaZvO/FdJzxqdaRYw+6ZPv/w6D9c/nVYusEFg06LQZOC3Mou/dsa9LhVa02Zj35Ie0ybGEP8jTNEntmFc7l6uFRqmm08eaFLSeTh0b/xqt/tlR2zIMjpxlVCQgLx8blbmiu8XnZ2diKdhJAjlUKGs7WSd6pmzFOsNxg5dSs2x0EIgHi1DgtF1rPlOlYuRsfK6fskP+0P48KdeGa9G5JluUX/3mDO7lAkEpBKJPRt4I+3oxVdFx7hwt34tFUeqToD7rYW7Pgib3tSJai1fLD4OH0b+OepXFbm7w3l8v1EZnatmO7xSVsu89vBCLwcLJnzbghlvUznsIfxat7+6Qh6g5HIxFTqBLiwqEfldJMARq09j5O1kqHNg3IVQ3yKlkGrzvDvtShq+Tsx690QHKwUr+TzCYJQOCQmJhIfH08R3voyX5BIJNjZ2YnVnQIAi3Zd5HREJHN71cv0+c8W76dGgHvaKodn669EYvrZaITtZ2+hNxjpMG1r2vOJai1lizuxenBzAP4c1AyFTIrBaKTckJVsHdUGX1dbEtVaDAYjdlam+14GgxH9MymeDEYj7av58V3Xmmh0etYeDaNzjZLIZVJStXqW/XuFHvVKZ1hBcTcmiRX/XWP76DYEuNsj7QYyqZTBSw/gZKNibMeqgGlQQyHLfVaUezFJfDh/N993q0WI78ulIO336794O1tz7MPOHL52nz4/76deaS8CPOw5HRFFpxr+TH5msMNGlXPf6ss/DnI/Jpnto9qw+kgoY/48wpwPTd/vmYgopnSvRYdqplUcz15nP/tcUqqWczej2XwqIsPx9QYDZ86cYf369S/12YXXz97enmrVqr1we1+kByKyc2/nLySGnyHw41mZPn9t0QBsA6ulrXJI33BKTD8bjUSf2YHRqOfC1Ke5xnQpCVh7l6XcEFOqC4lMQZmBv2Ffuja3N8/BoH2aa84usDrBw0wb3Z0YVgOJzNSISlXW2JWqhXfbL3j473Lc676LLiWBiDWTKD3wN5wqNgHg/NS3sQ+qlTYIAWA06CjWvA9ezXujTYwh7sJ+XGq0A0CbEE30qa2418v7DcnUmHtcmfsJ/u99h41vxZwLZOPWhh+Iv3KI4OFrSAg7xbWfBxI8fE2O5a4u6IPcxokK47ZyZ8tcbm+ajU/7oeiS4wlbNorg4Wuw9i7LwwOriPhrYtpARFL4Gcp8vhTbANNJQyIRKRSKCplChcLWGc+6GfMBGvU64sNO5WoPGV1yHFJl1isYPGp3xKN2x3SP3dy6kISIC5TrPTPLcje3/UzExjkgkSCRSPFp2ReVqzenprxLws0LyJSmgU+DNhWlvRs1Ju7IMdZ0cackcGZ6T0q81SdP5bKSGvuQwyMbUunLP7DzDwFM7cr+fsHpXle292w8/9cp2+dy48rSUShsnPDvODTtsfjwsxwb1yLd66qMXodDqaxn0jxhNBqZP38+vyxayMnTZ3IVg/BmVA6pyEeffErfvn1f+eqm+Ph4jhw5Qlxc3Cs9rvBi7O3tqVGjBnZ2djm/+DkSiQS5LOu/D6PRmOPfj0QC9rm4IHvW3iuR9KiV/SqE92r60KOWD+fvxPPtpst8Utd0sWYhlzKza0UalTbtYXTwehQTN13O0/s/GYT4rIE/TV7BCotVx27x7eYrdHpuwGXpoQh+P3STJR9WIy5FS59lp9j5RV2Ucinfbr5Cs7LujG5VmugkDXW+38uh0GhqBzgDMH3nNX49GMGQpoG5jmP4mvPcj0tly+f/Y+3JO4zbcCHbwZ7MpKSkcOLECTGwnE/Y29tTuXJlLC0tX9kxr1+/zo0bN9Bqta/smMKrp1Ao8PPzIyAg4JUcb8mSJSyYN5cjx958TnEhazWrV6N338/o2bOnuUMRzKh+WS++WXOcNpV9aRGSvn905PoDToQ9YkaPp+mPTtx4RMvJm5BKJBgx4tFnCdPe+x8rDl5j2vu1aV/t6SSLJfsus+vc0+wgysfpL/+9dBc/Nzt8XU2Tl1b8d43VR0LZNsp0z0cqlSCVpu8DSoAUjQ69wcjAJQd4p6apfdIbjIxceYT36pZCrdWlW6Uxce0JUnV63OwsUcildJm5nehENRGPErBUytl/ybSa4ufeDSnhkruJVPdikui1YA9TuteiQgnTIMSG4zcY8nvGVW1BnvZsHtE6y2PFJ2vwcrTih/dqI5NKaV/Nn2/WHOfC7WjTQER4JDUD3LG3yn32hZikVNYfv8Gm4a0I8LBnaOsQqo76i6RULdYWCk6FP2Jo65BMj3kq/BEDmpdn7KqjrD9+A3U2e4P8/PPP/Pzzz7mOSzAfS5UFXbp0Yf6Cn1CpVDkXeIYYiMiCfdl6hP/1Lc5VW+MU0izdc/HXjpEQdpKSHz6drZwYdpJz37UFiRQwcugTb0r2mMLD/1ZRssf3uFRvl/ba+3uXEnP26QY6krxsXvf44lkqM10gJ0WcxWgwYF+2LpfnfIR9qVppgxBxlw6QfOcKZfr/mulx9JoUNLEPCF898ZmBiEhubZiGW52uGHSpyJS5u0hIjbnHlXmf4P/+JGxKlAcg8tjfhP42PMNrrbwCKT/q7yyPZTQYeLB3Gf7vfYe1dzmsvcvxYM9SUh7cwNI96zx5STfPk3DjNFW+P4yFkxclOo/i7ISW+LQfil6dgN+7X2PtXRYA6xLl0SbGmN5PryP57lXsgmqmG7ARig6JRIJEmnU9zN2NK2mGlQ05iTq3l+KN3s/2NcUadqd4o/dJiDjP9T+/w6f5xwBIFUrKfToT5woNAYi5dJDrq77N0/unDUK07ItLSJM8lc3K1WVjcavWMm0QAkwDAw6lalBh0JK0x54M7mT3XE5ubJjB7Z1L8Gv/RbrHE26cxaN2R4Lef/r7kFvmbrR+9OjRTJo0iZZlnZneoSTOVgqxTNTMjEaIStay48pt+vXrx+3bt/nuu+9eybFTUlL4+JNPWb36LzSpqTkXEN4YpYUFnTu/zc+LFub6hqVOb0SjM7D8yK0MzxmN4GilQK0zYPlMLuOrDxKwVMjSpVlK1RpI1Rl4GG9Ky6kzGEnWmGa1lXA2tU9/Hr/N1G1X08rci1Nz5X4C4zZcTPe+9YJc0tIySSUge6ZBMRqNaPWZn1/y0u4kqLX0/PU4/RqWpHEZ02DGiYgYui06muG11hZyTo5tnO3xDl6P4ucD4XStVhytPv0M46WHbtK3gT81/U1pBlYeu8XhsGjqBblQ2ceBDpVMmw06WSsp5mhJdLIGMA1sHA6N5q3g3A+SxCRr2HDmLv/0r02Amw1fNA2kxnd7SE7VYWWR8yVMamoq/fv354/lK0hJFmn48hMraxu6vduVOXPmYGHx4mkod+/ezYCBg7h4QeTpL0jKlivP7FkzaNSo0Qsf4/vvv2fEiBE0KeXEtHYlcbFRIBX9NbMyGCEyUcuWy6F8+OGHPHjwgOHDM94LEIqGIE8HPmtWjlErD1OvjFfa43qDgVErDtOrQWn83Z+mSa/k68KtuT1YdyyMf06E89tnjdly+iaP4lNQymVMXHucMY9XGmh1BlSZrHBdsu8ynWr4M+6vo/SoWwq9wYifm+n6/MDle+y7dDf9PhNGkEqldPpxK4lq00B244l/P37K1P9p9t0/aHR6to9qg62lks2nIth57hbKZ/qNV+/G8uegZgR6OqQ9VnvsWnK7SOvZQYjyPs5pjzcpX5zdYzOmblXmsO+YnZWSWT2frqqNT9bwMD4F/8e/i5Phjzga+oBxfx7Fw9GKUe2r5LgfxaXbMVgq5VT2dQVALpMS5OnA5Tux+LvbcTMykV4LdnPjYQLlfZyY+l5tyhV3IiYplZuRibSduhm1VsfQht40K+WIs7UiHyfVFLJjBKKStGy/EsP05X8QFRXF3/9szNMxxEBEFqy8AinWvDdhf4zBvszTSmw06LmxfAwejT7A0v3pqKyNXwg1F4QReWQ9USc2Ubr/YqJPbUMbH4lEbkHEmklPV0/otEiVeRsxykr06e04V34LqVyJT/svUTp6kPIgDAunYtgGVKP8yA3Inr8BZzRiNOg581VTQII27hGnv2r6ODYN2oQoznzdDIlMQcVxW3KMIW0Q4r3J2JR4OrPZsUITKn61PcPrnwyiZHm86LvokmOxK/N0hNzGP4SkiLPZD0Tcuoiluz8WTqYTncLGCYlMgSbuERZOxXCtaZqNbtBpubtjEc6VTTOmk25fxmgwcObrZmhi7mNXqiYle0zJVSoooeAz6HUYtBru7luR8UmjEYWNIwatOt2gXNKda0gtLNOlN9NrUzFoU0mNfWgqatChT01GKlNg6VYCgHsH/iJs7dS0MqnR90i6fYWrf4xP97ZO5eqlpWWSSKTwzCCJ0WjEqNc+HvR8Th7uXOlSEjgz40NKtOqHS0XThWDc9ROc/iFjaimZhTV1Zp7I8ZiRp3cSfeFfak35N93j8TfOYB9YDYV1xj15snsuO3f/XUXs5UO4Vnkrw3PxYaexD6qR52PeuXOHSZMmMbShN4MbZEztIpjXOyFuTN97i8mTJ9O/f3+8vLxyLpQNo9FIx06d2bl7D8XaDsMxpCkKW2eRoNTcjEa0CVHEnN7Bn6t/IDo6mi2bN+VQxIhaZ6CSj0OON9n1BiOpOn3a5tHv/HSEpFR9uhtYCak6Pl95BsXjlRVGTBe9tQOc+ePj6gBodAaqlHBgwXuV+WHbVZyslfSq48uNyCT6Lz/NpoH/Y9WxW+y4+DDtuN0WHeXM7Tj0eiNag5GgMdsJdLPBze7Fb8Q+GYTo3yiAhqVc0x4PLmbHzkxSO+VmNVFJN2s2DqjN7F2h3IpJSXvcaDRy6V48UzuXT3uskrcDZ2/HUS/IhQ9ql0h7fM+VR9yOTqFOgGlWX+2SzrxdpTiD/zyb68926Z5pkKiStwNguugNdLfh8v0EKpfIeePnd7p0ZdPmLXi1GoBjxabIbZ3z9V4SRYERI7qEKGLO7ODX32bzKDKK9evWvtCxDh06RMtWrVH5VCCo389Y+wTneI0hmJdBryXp5nnu7FhEy1at2btnNzVr5j0PemxsLGPHjuHTWp6Mb+H76gMVXkrXym58tTWccWPH0qdPH+zt89YfFwqPPk2D2XrmFrHJTyf7HAt9yMP4FL5sUynda2VSKc9mMZLLpLjaqfjh8Q3t8X8do1xxJzpU90ej16dboQBw+W4MR68/ZMI7Naj31TqGtgohRaNLe/63/Zdxt08/2U2t1aOQSdg8ojXJqTp8B/zOL31Mk/y0OgN1v1rHnrHt0q2iWHnwOuM6VWPMn0fSHpNKJXSZuR35Mx/gTnRSrgZHUzQ6Ok/fxtxe9dINQgBYWyiwtnj589r8nRcILu5EeR9n1Fodj+LVjGpfmfplvNh+7hb9Fu+nqr8rxZyynriXoNbg7WST7ndhq1JyPy4ZjU6Pj4sNE96pgZ+bLT9uOsOnC/fy3zcduXwnBg8HS+5EJzOnUwAdKrhm+R5CweFsrSDIzQoveyUD1mzi4sWLlC1bNtflxUBENjybfUr0mR3okmLSHku4fhxN3CO82w5J91qJVJZuRrVEJkdh54L/+5Ox9i5H+J/fYF28LC412mHQadPtI/EybP0rc2PFOAw6LdFndnD77x+RWdnj330iRoOBO5tmgVSOlWcApT5bCJhSuMgsrKj83QGS717l4o/vUqqv6bnURze5/tvQDJtwZ0WvSeHitK4Efjwr3SAEmGY153Zmc7pjqhOQKi1R2j3NiydT2aKJfZBDuUQsXLzTx2BpKqe0NzV4SbcucGHqO0jkyrT9L1LuXcXSoyT+3SYgt3UifOVXhC4dRtnBf+Q5dqHgMBqNGLRq7EtWyvEmu9GgT7dnzMnv30GvTkIifdrZ0KUkcHHhIKRyRdrxjTotjmVqEzJ0GQAGrQa7kpUp328BYWt/QGHrhHfTXiQ/uMGFBQOoNn4jd/9dReTpp/Xv1A/dSbhxBqNej1GvZV/vUlh7BaJ0cHvhz/5kEMK3VX+cKzRIe9y2RDDVJ2RM7ZSbG1d6TQpXlo7CuXwDIk/vxCGwGlYepsHa+NBTJN+7zu0di5Fb21Oi5Wd4N/sox+ey41jmf3j+720u/fxFhufiw04Te+0Y15aPx8LRk5Kdh+NeI+eNgDds2IBCJqVXjYz7/wj5w4c1PJm5/y4bNmygb9++L3WsCxcusHXLZgI/nZe2KlDIH+TWDli2KInS0ZOtCz/jwoULlCtXLsvXRyVpaDP7INFJGmxVCmwsZCSm6klK1eH+3E1+ncFIgJsNSz40zao7PS79arBUnZ7A0dsY0Lgkg5tknUJI8Vz6p1m7r7P0UARavTHdHgbPpola07cWAL1/P8mjhFR+61UVW5WC937OuHLh2RzGWTEajbz/y3F61/dLNwgBYCGX4e2U9z4YgLtd5n3UpFQ9BiN4Oz0dmLdVyQl9lH61wdsLDnPgehTzu1dK+128SCyJah3FHS2fu+iVcz8+59VLly5d4u8N6wn4aCautcVG0fmJhaMn1j7BWDgXZ8Mvg7h8+TKlS5fO83GmT5+Bwqk4pb9Y/squq4TXT+XijWP5hlz4pgXTp89g1aqVeT7G5s2b0Wp1fFLL8zVEKLwKn9byZNGhe2zevJl3333X3OEIb5DRaFqdqpRLcbS2YOfotun2WKgZ6MHece2xs1KiNxjQ6g1YyGWZXm/WDHx6TfZr30Yka7QcuHwv0xURX68+xqeNy7L+2A2alC+OnZWSsIfxXLsXy/X7cew4e5tDE9KnSU7W6HC2MZ0/JBLo1aA0C3deSHu+V4PS6AwGlM/c55v3UT1sVIp0AxEAqz7PuCIiNyyVcvo0LcfsreeY/3G9HFc75NXF29HM23aONUNMk3BVCjkXfuia9nyvBmXYeCKcradv8lGjrG8ky6XSdKtAACwUMlI0OmpVKsGRiU/7WpO71aTUoOVcuhNDrSAPPmpYlh/+OUXLss7PH1Yo4FqWcWa4RQSbNm0SAxEvw3TzUINErkRh40iFsVvSbiwC2AXVIOTrncit7DAaTDcGJXKLTBtOu6Cn+chL91uEPjWZuMv/YdRrslwRIVNacnfbAu7vNqVTsg2olm28DuUbYVw+ltjze5AqVLjW7EjgJ7MB08x/l+rtSLh+lIjVk9LKGFKTkduYZpLJVDY4VWrBvZ1P87A9WTmQGzKlJV5NP+XO5rkEfjon3QzxFyWRypHK0984kCosMGhSsijxpJws3UbAmZWzKl6Wsl+sIHzlV1xfMpTSny3CtWbHdJ/Z/71JnBheE11KAnJLsTlqYaVNiOb4N23QJkYjt7RFprJBr05Ep07CwiF96gijQYeVZwAVB5nqZd1Zp9I9b9CmsvfTIHzbDMCv3aAs31MiT9/khv8zmzu7f8eg06KwcXj6umc6O1VGmvaIOTenN5r4SCoOXoLc0pbT0zKmdDIass63mPYao5EzP/bAp8Wn6QYhwFRfLF29My+Yg1vbfiY1+h5yS1sSb17i+soJBL03AY9aHUh5GI5n3S541OpAXNgpLv70OXb+IdgHVMn2uexYumS+YkGvUaOJf0TJzsNxKlePyNM7ufDTQOwDqqDKYZXTzZs38XK0wt5SnBrzKwdLOV6OVkREZNzgLK82b96MXGWFU+UWOb9YMAunyi2Qq6zYvHlztgMRLjYWHBrZkM9XnsHTXkVFb3tO3owlOlHDW8HupOoNSB/307wdLQkulvXszL1XInGyVrL8yC36NSiZ4aIrKwMbBaRbEZGV6w8T2XPlEc7WShr8sJ9tn9dBozfwydKTyB/fcNcZjPg653zjXiKR0L+hPz/tv0GdAGds87ivRV7JHg+qPJvGykIuJeW5XL9zu4Xw++GbjFx7nmp+jhRzeLG9AGRSScaLXrksw/tlZtOmTcgtrHCulnUOZcG8nKu1IXzZKDZt2pTngQij0cjGTZtwafaZGIQogKQKFY7V27Fx04JcpT993s2bN3G0tsDL/sVXkwmvl5e9BY7WFq+kvyYULKEP4mk0YUOGG+pqrWl1wsqD19Me0xkM6PQGTk5+Bze79H0Fo9FIskaXtiLgyt0Yvl5znAnvVEejM6RbEbH8wFWu3I1l0acNSdboeCvEB7VWx67zt0lUa0nV6Vn5eVM8HdOn4X4Yl0K54k5MXHucDcfDMRqN2Fo+vZ+VlKpFtf4kX3V+ek8uq02d35+7K12f5WZUQq5+XwDv1y2FQiblowV7WNS7Qdpne9E9Ip6Nv8/P++jXvDxV/bOexOhia8m92ORsj+VgbUFUojrdY4lqLcpMNuNWKeTYWCq5F5tMmWKORCWocbdVpus/CoWDSiHFw86CR48e5amcuNvyHPWDUM581RzJczfUDVpTpXv4319pjxkNOox6HVWmHE2bcZ/2nNGIQZOStiIg+c5VIv6aiG/X8dmuiPBs8hGeTXKeDfyERCLBoWxd4q8dM6WUkMpMAyQGA2A0pXVBwrMr0TXxj1A6eHBt0QASwk4CIH1m5YI+JRGFnSteTT/OVQzu9bsjkcm5Mu9TSvVdkPbZXnSPCLm1A7qUeNPv6fEgkF6diCyHQQG5tQPahKh0j+nViUieGUiSSCTY+FYg4KMZnBxZG11yHHKr9DckFHbOYDSgjXsgBiIKMaWdM7V/OMjFhYOwcPLEzq8CcaGn0CZE4VrlLQxaDZLHN4VULt7YPrfi51lR5/aisHXi7r7llGj1Wa4H5HzbDEi3IiIrSfeuE3VuL0pbZw6PbEj1b7Zi0KZybvYnSGSmZtyo12Hp5pvje0okEkq06sfNrQtxLFvnlf2N39n7B94tPiWw61gA7PwqcG3FN3jU6kDNSXvTXqdyKU7Umd08PLYR+4Aq2T73ImRKFXVnP91kuniTnjw8tolHJ7fh3bRXtmV1Oh3KbDa5fdUO3ohj8PpQjgyu/EbKvYhD4XGM+OcGUclaBtQtRu/auUuHtOTIfabvu42VUsrUtiWp4//qluUrZRJ0Ol3OL8xBZGQkKkePDAPYQv4hVVigcvTIU+c2WaMnPkVLisZ0s/r0rThO3IylfYgnfx2/Q6cqxbIdiJi7J5TBTQLZc+URs3dfZ0izoJf+HE/oDUa+XH2ObtW9OXs7jiolHJm9J5Q/e9ckKkmDs7Xp3KHTG9It789Ok7LuyGRS3v/lOL9+WAVHK9MxXmaPiKxYKmSoFFKiEjVpgx6JqfoMF6FudiqGNAviwPUoNp+7n7Ypd145WimITtSkeywxVZfpRe/zHj58iMrJQ9ykzsekChUqR3cePMh+xXNmUlJSSElOwsK1RM4vFvIlC9cSJCclkpKSgpVV3lZM6XS6dDOsXzfRX3sxCrn0lfTXhIIlwMOem3N7ZHh8zCrTCoKJXWpkeO6JRLWWa/fjOHsziioj/+Lrt6tTysuBMauOkKjWsmHoW/i52fHtuhOoHu/3tfv8bUatPMKy/k2wUSmwUSlws7Pku3UnKO/jTPWSbny57CBrvsg48ejGo3i6Owbyds2SjGhXmVbfb2J420o0Ci7O8bCH9F60j4Etymcol5nf+zV+oRURT3StHYhcJqXH3F382rcR1haKF94jAkz3Iwf9dgB3eyuGtg5Je/x42EPmbjvPr31NqZn1BgMnwx9Ru1T2GQFKF3MgNknDnejEtBROF25H079FMIt2XSRFq2NgC9OeaBGRCTyKT8HbyZpFuy5y4sYjctmtfe1Ee/7qyaQSDAZDnsqIgYjnWHoEUHNBaIbHb6wYB4Dfu99kWVafkkjK/VASI85zYlgN/LqMx9IriPCV49GrEwkevgaVmy8Raya9shsf+tQUUqPvYhfkA5j2jDg9rjGeTT/GqNNyb9dijDoNimcGStQPw1E6ehL4yWx0KQmcndCSwI9mYO1djqjjm7j1z3Q8GmS/ge7z3Op0QSJXcHl2L0r1+xmZhdUL7xGhtHdF6ehJ4o1T2AWacjEn3byAjV+lbMvZ+IWQdPMCek0KMqUlBq2alHuhWDh4EHflEDFnduL7jukmqWlwQgISKeF/TsDaJxjXmh0ASAg9ARIpSkexR0RRoU9NRpscjz7VNBMgPuw0caEnca/ZjvsHVuNRu2O2AxERm+bh124QUef2Ev7PbPw7DMnytXllNOi5vHgYxep3Iz78LPYlKxP+zxwqj/gTTUIUSlvTEkeDXodUlrsm3SWkCRKpnDM/9qDC54tRPF4h9TJ7RKRG38MlpGnaz7YlyqOJfYA+NTlDijalnQvqqNuZHie7516Uws6Z1Jj7r/SYr0J1Hzt29q3wxsrlVVSSlg+XX6F3bU/alXfhs7+uEexpzf/8su/U7L0ey4Tt4cx7OwgnKwUD115j06flcbLKX7m7DQZDtpvUv2pxlw8SungwlaccyfnFr6Dci4i7cogbv49AmxBFsZYD8GreO1fl7u9ewu1/piNVWlGy51Tsy9R5ZTFJpLI8dW73XX3E6VuxxCZrqebryGcN/Om84AgdKxdj/t4w3grO+kLr98M3iUxMpWv14jQq7Uqz6QdoUtadisVz7shnlZrpWWPWX8BCLqVNRU/O3o7ji2aBKKQSLt6Np9P8wxwe1ZCoRA3v/XKUDf1q42qbu75iw1KuKKQSevxyjF97VsXF1uKl9ojITsXiDhyPiMHXxTSr8PydOEq62WAwGHl/8THmdnuajkkpk6bbnDuvSnvYEpOs5U5sStqqigt34+nX0D+HkqJ+Z/pe+bF+y+R5vngF0so8myLzTRLf98t7Uj9f5Pt/00R/TRBevzVHQvls8X4q+7rSv3l5WlcuQTEnG4b8/h/B3k6Mal8lbZJGqk6P/eOVC1X8Xfnpk/rUKW1K1aY3GJi55SzL/7vGphGt8LC3Yv+lu3T4YQtzP6pHyccbZCekaLhwK5qKJUzpwOUyKXM+rEuXmdvp07QcC3ddZNGnDXCyyd2EhpdZEfFE5xolUcikvDd7J0v7NcbWUvnCe0RM23SGY6EP2TisFcmP98pQyqWU9nLkvyv3WLjrAlX93Vi6/wqJKdq0zarVWh16gzHD+1pbKGhQzovv/z7FjB51WHM0jES1lkolXDEYjHwwbzelPB2ws1Tyzdrj1CnlQaCnA1GJar5Zc5xi9i+fOeVVEO15/iAGIl6RR4fXce3nAdj4hVDsrb44V2mJhVMxQn8bhpV3OUp0HJ42c9mg0yC3snup9zMajUiA25tmYl+qFp5NP+bezsU4hTQj8KMZaa/zbPwhcZcPErHmOwCS714DoxHV470U5Ja2lPxgKpdn98Kz6Sfc27WYckNWvNBAiWvNjkhkci7N7EHpAb+a0t28wB4RAM5VWnLr7x8p8/lSEsNOkRB2kqA+8wHT4AsS0m0eDKByLYGlux93Ns/Fp/1Q7mxdgKW7H0pHD5BIuLz/D1TufjiWb8jNdVNwKFcfuaUt1t5lubluCgo7FzAYCFs+BtfanZFZvFgqAaHgiT6/j/iw02iTYnEIrEqJVp9xctLbeNTqyM3NC3CtmnFD5Cfu7FmGJj4Sr3pdca7QiKPjmuMS0hQ7v5xPVFmlZnrWld/HIFVY4Fa9NfHhZ/Hr8AUSmYKEmxc5OakztX84hDYhitPT3qfKmPVY2OduAyjnCg2QyB8PRgz6FaWdy0vtEWHh5IlB83S5pjrqNnJrBzQJ0VyY0pUqYzakHSfu+glTWqbI21yY/1mmz72ouOsniNg8nwoDTenmjAY98WGncSxT+4WP+brIZRJsczl49DLlmi84y80YdYbHZ3YIoFlppyzLrT0bibutkkH1iyORSBjcoDgrTz7MsSO09Nh9Ooe40fzxsZuVcmLrpWi6VXHPtlxhZxdYnQq53H/pVZTLK21CFFdmf4hns9641GjHtZ8+w7pEMPal/5dtudjzewn/cwJBveehsHXi2qKBlB+7CYVN1n9br9PwFqUo52XHhtN32XD6LqdvxdEi2J1O8w/TqLRbloMEG8/c46u/L7L2s1pp+yt83bYs7/18lJWf1qCcV/b9ttykZupY2YsSTlZpG0BbKmRodAYG/3mWz5sEYG+pwN5SQZ0AFz5ZepLVfWrkemVEnUAXZFIJ7y82DUZ42KteeI+I7LSu4MHcPWE0L+fOw4RUNp69z7p+tZBKJVgqZAxadYZv2pbl7J04Tt6MTbexdVbUWj0GgxEri/TtmpWFnAalXJi69So/vlOBtafukJSqI+Tx5tX5iajfRYv4vosW0V8ThJeX095XzSp4s2dsO8oWT/+3PrV77bS9og5fu098ipZ9F+7Qo74ppZ+9lQXNK/oQn6xh48lwFu2+hMFgYPUXzSnhYlr5/8eApny+5AD1v15Pj3ql+K5rTVYevE71APe0VEupWj13YpIo7mzD2D+PUtnXlYhHCdhZKnG3t0yXsgnAYDCi1uowPP5cma2IMAIanT5P+z60q+qHTCph1tZzjO7w4tfEP+28QFyyhsojn2Z0Gdo6hGFtK7G4TyOG/XGICWtOUMnPhTVDWuBobbr/N2vLOc7fimZpv4yrZ8d3qkbn6dsoM2QFSalaZn5QB4VcSs1AD4a2DmHw0v9Qa/W0qOjDhHdME4prBnpQraQrtx7GZDieOYj2PH8QAxG5ZMxhtoZjxSZU/GoH1sXLpHvc//3JabN14q8eQZcST9yF/bg/s+LAqNdzadYHSKTZfx16dQI8zgFv1GsBFSU6jng2SqJObCL+yqF05QzaVJROpuU8D/b/gWPFp7OW9eok9MlxSC2sCV/1FQ7lGpB06xIYjSjs3fI8kOBSrS0SqZw7m+dQotPIPJV9VvHWA7kw9R2ODQ7BkJqET4fhKO1Nee3Clo1EbmWX6eoU//cncWlmD+7vWYJBm0qZgb8BoHRwp1TfhdxYOZ6IPyfgUK4+gR/PBMC1VieS717lyrxPkUiluNbshE+nERmOLRRe/p2GY+tTlgdH/ubB4Q3Eh53GtUoLTk7qjHOFhiisHTIt9+DoRq4t/4rKo9am7a8Q1O0rTk97j0rDVmDrk3VOc8hdaiaP2h2xdC2BOvIWYBqAM+g0XPr5C/zafo7C2h6FtT1OZetwfs6nVBrxV65XRjiVrYPknacrIywcPV54jwiPmu0JWzsFCydPjAY9oX9Nwr1mO1TOxdDERxH61yTcqrXm4fFNxIWepMxHP2T7HJgGbQ1aDXJLm1zHYV2sFDGXDnJz28/YB1Thzp7f0ack4F69zQt9rpdx8X4S/ddc40GChs4V3dhzPYae1TzoVdM0YyezJZ6rTj3kr9OP6FDehSm7Td/5pNZ+6Tb3yuvS0CXdSqHTZ+z8u1hnP0Pi4v0kavvZpQ0ShRSz4bsdN3N8v4v3kxnV1CXt50rFbTgcHk+3F+9LFwoSmfyFUqHltdzZr5ujfpTxewr4eCZOIc2yLBd5eC1KB3eKtxmERCKheJvBPPx3ZY43ru7vWYpb7c44VWoOgFOlZkSf3Ip7vW65jvlVGLzqDPuuPuLqgwQqFrcnVWfA28mKEG97rj1MRK3Vczwihn/O3KNxade0m95RSRqmbL3Cn8duM6d7SLrVD+9UK861h4m0n3uIb9uX451qT/emMRhh24UHVJ6wiwS1DpkU5uwJRW8wEpuspfKEXaRo9NQLeloXqvmaLg5uRCVjMJouygf/eYaSrtb0qf90lv/X7crSbPq/fL/1KqNb5T53fq2SznzTrixTtl3hx3cqvvDvMjvv1/J5/Ll3o9EZ6FbDO+139n3n8nz511ka/bgfb0crfvmgCj652Otizu5Qzt+NT9tA/FnjWpfh7Z+OEPzVDpJS9UzvUgFFflnf/wxRv4sW8X0XLqK/ZiL6a8LrpNbqkJD15DZbS2WGQQggbRAC4K/DoWw/e4uq/m60r5o+7ePV+7H8tPMCPeqV4v16pdLd/LdRKfilT0PWHwtLGxBJStXyccMy/H38BtM2nSFJraWKvyv9mgXzR/8m7Dp/m53nb/P936e48SieXg3KMOndmmnH1OgMrDp0nSX7riCXSug6K+NkvvZTt1Aj0J0FH9fP/S8KaF3Zl9aVffNU5nnXZmTMcvBEndKeHHxu4+4nhrXNOguJn5sd+79qz5FrD/Bzs8PP7ekknU8al+WTxplvVlzex5n70XG5jPzliPbcJL+352IgIpdMe0Rk3XDKLW2RPzcIAemXDD86vIbo0zuxLVkFl2pPc71JZHLKDlqWbnPrzJwYVgODTguYZvk+v2rBoFXjXKVVuhURYFoG/CS1lFGnwaPB+9zbtZj7e5Zi1GuxK1UL/27fYF2iPFEnthB5dD03VpxEE32HEu+MpVjzPtnG9TznKi1xrtIyT2Wep7BxosLYzcRfPYzCzg3r4k8vxJ//fM+y9a9M5e8OkBB6Aivvslg4eqY951CuHpUm7Mm0XIlOI19q4EQomC4uGkzU+X0k3b2KrW9FDFo1Kldv7PxDSLp7DYNWTdz14zw4+g8uFRunDcxpEqIIWzOVe//+Sbk+c9KtfvCs+w5Jd69xYmIHSr0/Ec+67zx9Q4OByFPbOfB5FXQpCUikMiI2zsVo0KNNiuXA51XQa1JwKvc0nYZDoGlzrJQHN8BowGjQc+nnL7DyLInPW0+X2Qd2/4qjY5sTtvp7ArqMzvXvwLF0TQK7f03omimU/fjHF/1V4tdhCAZdKqe+74I+NQnnCo0I7DoWiURC+QGLuPTzF9zcuhCbYkFUGrYCKw/TTbfsnrt/aB23ti2ixsTczx6UW9pQfsAirvw2gtA/v8XOP4RKI/5KSz/1Jo3YGEa7YBealHKk4+ILLHuvNIGuOd+Uu/wwmS2Xoln/UTlWnHzI+K3h6TpCeeVp92KpABNT9QS5Pl0ZZmsh40GCJpsSJgmpenwcny5jtslluYIu6dZFri3sjyb2AW7/60zMuT14NOqJZ2PT3iSZpeR4eGAVjw7+hUuNDtxaPwUAv/cmpTuH5jWVR6mBSzDqM+ZkVti6ZPLq9PHblaqd1vG18Qvh5uPVlNlJvn0Rl5qj0n628atE/NXDwJu9cTW0eRCTOwVj8fjCc83JO+y+/JDpu66TnKpj08D/cT9OzZw9odyNS6F3PX92XHxAn2WncLezYO1ntajk45DhuKNblcbBSsEXf53laHg0P7xtau81OgPNy7mz4L2sL0hWHbvF1gsZ898npJg2TgyPSiJZo2d+9/QXfZYKGTO6VCQsMinPv4dqvk5pAx4va2jzjPtjWMhlrPq0BkfDY7CQS9P9zpytlSzumXEw4Vkzu2YcIMnsfZ7wdbFm39B6HL4Rjb+LdVpKqDdN1G8elzNP/X7TxPfN43JF4/sW/TWTotJfE8xjeo+XT/M27f2sB1Or+rux76sO2ZZvX+3ppI9BLU39kVStnuoB7ng4WGV47ZPXJ6fqMJL+pvL9n3oC8EWrkNyGXyhYWyhoFFw85xeaiWjPTfJ7ey4GInIpoOcPL32Mkj2mUDLjvj1UGP1PrspXeabT6t9tQobnvdsMzrScfenahDxeBuz/nqkTaunuj0v19ihs01+sutftinvdroBpz4tnN3p+06RyJQ5l6+W5nNzaAccKL7YRo1C0+HccSumek9MG9e4fXEvU2d3c2DADvTqJquM2khpzn4hNc0mNvodPi0+JPLWD8/P6onRwp/KoNdiXzDhrIKDLaBQ2Dlz6ZQix145RptdUwDTD36VSM8r3W5BlTHf/XUXkyW0ZHtelJGDQppLyIBx9ajLl+s5L97xMaUnZT6aT/OBGnn8PDoHV0gY8XpRUriDw3fEEvjs+w3O2PmWp/s3WTMtl95xX3S541e2S7fuW/XRGhsecyv6PWt//m3PQr9mF+8lMbx9ASRdLglwtuROnoZpPzmn5UjR6ZnQIwMVGQZdKbsw9cPcNRJuRTCpJl+vUQi4lRZtzLme5VJJu0+/clivown4fgUuNdjhWbMKFyR0pPWgZVl6BOZZLvnOZ6JNbKDdiPQ//XUH4yvEvNZj/7AB8XuhTErH0enpDWGZpiyY2501k9SkJqFx8npZT2eSq3Kv2ZA+BJzpVLkanysVMqSwf34zzdrLi+05PUwU1LOXKuNZleKdacSwVWS+b79ewJHUDXbBTPe02f1C7BB/Uzn6j3C7VvOlSLeMqsyZl3WlS1rRU+tcsbtxXKeFIlRJvfgA1N6RSCTX931yqFisLOY1Ku72x98uMqN+Py5mpfr9p4vt+XK6IfN+iv5a3coJQmFgoZBkGIZ73fOpIIf8S7XneypmLqFFFlMzShpwy1cnykA5FEAoilXP6Dck9anfEo3bHdDeuLF29Kd1zctprnCo0JODdcXjWeTvDPiXPKtGqH47l6iK3fHriK974A4o3/iDbmLK6+e4S0gSXkCYAVPh8caZl7QOqvNT+CsKr5eek4sTtBJys5NyIVhPomvXfy7MCXK1wsXmy2evLbSwLL56j0sFSTlSSNu3nxFQ9ilzE42ApJyr56QzOpFyWK+iSb10goNd0LD1KYukVhCb6Dna5GODTp6YQ8NEMFHYuuNXpwt0tc99AtBlJZDKk8qf5b6UKCwyalFyUkyN5gXJvSnZ73Mhl0hwHE56okIsNq4XCS9TvvJUr6MT3nbdyBZ3or5kUlf6aIAiFl2jPTfJ7ey4GIgRBEJ6T3Y0rqUxO8UaZLG3KhJ1vzhtWC4WT0Wgk0NWScZvDGfZ3GD2re1DOI3cpRWwtcr+hWW68aI7KkGI2rDsXmfbz+ftJeNgpsylhUrGYNSduJVDX33Tj9vy9JDxzUa6gU7n5kRB6ArmNE+qHN7DMxexZACvPABR2pjQbz94AelEvmlNcbu2ANiEq7We9OhGJLOdVkXJrB3TpyiXlqpxQeN2ITCIxVUdZTztk0vx7EZQXon4/KVc06rf4vp+UK/zft+ivFb3+miAIhZNozwtOey4GIgqAuMsHub54cLrUTK+z3IuIu3KIsN9HoE2IonjLAXg1751zIeDe7iXc/mc6UqUVAT2nYl8mfe7AO1sXkHzncrb7QghCQRJz6SAXFw3ifz8efSPlXkTM5UNc/nU42oQofNsMTLcXRXZu7fyVG+unI7OwosxHP+BU1lSfU2MfcvX3MURf/A+lrSP+nYbhXsO0T45OncSln78g8vQOJFI53s0+omTn4a/ts70poZFqjkbEs/6jYGxVMorZv1ieyFfhRXNUNivlyOhNYewPjaWWrx3zD9ylQUkHAAwGIwmpeuxUsgwDd63LOjNiYxhdKrkil0pYceoh37zl+5KfIn8zGo1YegYSvmIcYb8Nw6NRT6y9s9+s/gnZC2x4mp0XzSlu4xtC5JF1aT8n3TyP0tEjx/ez9q1IQugJ7MvWfabci6UTKWgOXo/i81VnODa60Rsp9yIOhkYxfM05ohI1DGwckG5T7JxsPHOPXw+Gs6ZvrbTHjEYjpcduJ1799G9sWIsgBjcJxGAw0nvZSY6FxyCXSrFUSlnXtxYutuZr/14FUb+LVv0W33fR+r5Ff61o9deEoum/K/cYuOQAJya9/UbKvYiDV+7z5R8HiUpQ83nLCvRtGpxjGb3BwIgVh1lzJAy93kCnGiWZ0r0WcpmU9j9s4eDV+xnKPFz4IZEJavr8vI/joQ+xtVTQu0k5+jcvn8k7FCyiPS847bkYiCgA7AKrU/Hr3G/W+rLl8kqbEMXl2R/i1aw3LjXacfWnz7AuEYx96aw3EwKIOb+XiD8nENR7HnJbJ64tGkiFsZtQ2JiWKj08sIqINd/hWrPja/8MgvCm2AdVp8a3u95YubzSxEdxZnpPfN7qjUfN9pyf1xebEsE4lc2+Pked3cv1FRMI/mweCjtnLiwYQPWvNqOwdeLc7E9QOXtR49udxIee4sKC/iisHXAKrse1P8Zj0KRQc9JeUh7d4sy093EoXRPn4Pqv/bO+Tv7OKpytFXT69QIJqToUUgmdQ9z4vk3ubwKam5O1gvEtfOnxx2WslVLsVHKmdygJwJ24VGrOOMXFEdWwt0zflWhaypF/LthTZ9ZpAOr42dOyzJvLJ28O6vuhxF87SvCI9cisbLFwKpZzodfkRXOKO4Y0I+yP0cRe3I9dUC3ubpmPQ7kGABgNBvTqBGSWdhk6vs5VWxO2dASudbogkcp5eGAFvl2/edmPUSBU93Nk95C6b6xcXkUmptLz1+P0qedP+0pe9Fl2kvLF7PhfQPY3MQH2XHnEwJVnCPFOn5IqLDIJO0sFR58ZRFEpTLls/zpxm4cJqRwb3QiZREKXhUdYcjAi282oCwJRv4tW/Rbfd9H6vkV/rWj114SiqUaAO3vHtXtj5fIqMkHN+3N30rdZMB2r+fHpon2U93amTunszwGztpzj/M1otoxojUavp8uM7VTyc+H9uqVY1r8JesPTPQLWH7vBhuOmvSQnrDlOsLcTcz+sy9X7sfRasIeKJZypW9rrtX7O10205wWnPRcDEQWARCZH/gIzbPJa7kwWy38Dc1j+++jwWpQO7hRvMwiJRIJ3m8E8+HdljgMRD/YsxbV2Z5wqNQfAqVIzok9uxb1eN+IuH+TersW41+mKQZd/d3sXhLySyuRIX6A+57Xc0bHNSMmkPpf9dCaulZtnWe7+wbVYOLjj124wEokEv3aDubd/RY4DEbd3/4ZnnbdxrdICANfKzXl4YgtOZesQd/0EFT5fjNLOGZWTJw+ONOXRqe04lq2DUa+jXN+5yC1tsXT1wc4/hMSI8wV+IGLVqYe4WCv4tVtpLBVSLj1IpseyS4xp6oPt4w1va/vZc2Rw5XTlulRyo0ulp5uyejuquPN1rXSvyazc69KjmgcNAhy4HplCDR87rB8vW80srickEgmzOwXy0Z1EkjV6avlmvNlR2Kjc/VHYOnNhSid0KQlIZArcanfGv8f35g4t1xS2Tvh2Hc/lGT2QWlgjt7KjZK/pAKRG3+HU8JpUm30RuVX6G9OOFZtiX+YfTo8yrYCyL1MHp5fYnLUgkcuk2MqkOb/wJcs1nf4vN6OSMzw+690Qmpdzz7Lc2pN3cbezYHDTACQSCV80DWT50Vs5DkTciExi9LrzfPi/Epy6GZvuudO34qhawhF7y4xLy11sLPi2fTkUjz9bWS87YpILfh9O1O+iVb/F9120vm/RXyta/TWhaJLLpNha5j1NTV7LNZ6wgYjIxAyPz/mwLi1CfLIst+ZIKB4OVgxpVRGJRMKQ1hX547+rOQ5ERCeqmf9xfXxdTfcIGgUX49zNaABsVE/7aQaDkYW7LjL9A9P1/KnwRyz6tCHuDla4O1hRsYQLNx4mULd0rj9qviTa84LTnouBiHwg6dZFri7sjzb2Aa7/60zsuT14NOqJZ+NeQOYplh4eWMXDg3/hWqMDN9dPAcD/vUk4P9NZzGtqptIvuPw36dZF7ErVTvtDt/ELIWLNdzm+X9Lti5SoOSrtZxu/SsRfPYw73bD0KEn5UX9ze/McUiNv5Sp+QcgPEm5e5ML8fqTG/p+9+w6PongDOP69lrtLcuk9pEFCAoEQelc6ShGwUUUQCyIWEAtFLGBDUBQQy0/FAggWQFEBKYKIAtJDTyGEFNJ7crn2++PgQkxIQnqZz/PwmNu72Z1z825md2beuYpnn/tIO7mbFgOn4DNkGlB2iqWEPzeQ+OdGPHreTdQP5hvdkAffwq1rcTzfamqmsFlflhnPVnbO5ZbLjTuNY5velni2a9WRyI0Vx3Pu5TN4jB1jeW3XMpzM8wex9WmLzEpV4rgSqRSJVIZEKqXto8st201GAwXJl1C7N55RCzfTK8CeTadSGbjqBIV6I972SuYO8rM0ghoTX0cVvo6qWy4X7m1bC7VpmJL/2oDCzoWQp75AaqUm/8pZzi6fjO99CywDAuxDetHpP3+P3fqMxa1P8eL0Khcfen4WX+IzZZWrLR79JuMQ2o+CpEjsgrojU9nctF7XSSQSgh5ZQW7MNAzafOyCezbohu+tOJOQzYy1x7iareW+Li3YfS6Zqb39mNYnACg7xdKGw3FsOHyFuzt58/a28wC8dU87hrcvvpm81dRMXz3UFb3BWGq7s235077PJGTTu5Wz5Xx09HXg9V/PVXg8R2srfnu6D9sikkp1RBy7nMmxuEyCF2xHIZMyqYcvL9zRGolEwsA2xTdxcen5bD2RyPJxHSrxDRs2Ed9NM75vRpzv5nW+RXutebXXhKbp9JV0Hv/fXpIy8xnbM5BdEfE81D+Ehwe0BcpOsfTtgYt8eyCSe7q35M3NRwFYMrEnIzr5Wz5zq6mZvpk5CF0Z7TUXTfkLJp++kk7vYE/L9baTvyuLfzxS4fEWje1e4nVUUjajugSU+tzWo5fwcLCmWyvz4JVgLwfW7D3H/DGdOX0lnWMxKbw9oUeFx2voxPW88VzPG98ZaYKiv34R1+6jcOwwiIi37qbNM99gXYlF0fLjz5F29DfavbiZ5D/XE/PtyyU6Im5VVaf/GgpysfYqnnYvU2soyrxaiXI5KF2Ke4ZlKltLOSuHm4/wE4SG7PyaF3DvORqX8EEcWTyG8DnfYONdcVqKvCvnSDnyK11e2kLCH+u4sHZhiY6IW6Vyqlo86wtysb8hnuVqDdpKxLO+IBe1a3E8y9UatBlJ2HgFYjKZSI/Yh1O729BmJpN28g9CH19Zah+J+78DiRSXDrWfN722+Tmp2DilcjmlhcbPPqQXqf9s4sTCgRiLClE6e+N3z9wqzWasbypXX1SuNx+1dTO2AeE1X5l69sIPpxjd0YvBbd0Zvepv1j7cldbuFZ/Tc0k5/HoqiZ9m9mLdwTgWbjlToiPiVnna3/qNCECOVk9rdwfLa41SztVsbYXlHKxvvpBedEoeg9u68UifAC6l5TP9m6OEeGgY3bF4Ov+SbedZuSeKcV196BtUcRqohk7Ed9OM75sR57t5nW/RXhOExu+5bw4wpmtLBof5cNc7v7L+qcEEezpUWO5cfAa/HI1l6wvDWbv/Ai9tOFSiI+JWeTpWbmHk/8op0NH6hvraqhUkZZaeCVue/ecSOZuQwdc9BpV67397zvLowLaW1/NGd6b/a1v4bM9ZAF6+twut3O1LlWtsxPW88RAdEQ1AXtxpAh96D7VHK9RerdGmx2MX1LXCckZtAYHTlmNl54Jbn7HE/7aqDmpbmkQmQyovnrImVSgxFhVUopy8SuUEoSHLuXyato8sx9qzFTbewRSmxePQuluF5QzaAto++j5Wdi543TaO2F/qKZ6lMqSKqsSzDEkZ8SxXawiZ8hYRq2dgH9iZzAuHUWiccW7fr0R5beZVLq5fRMjUt5AqGvfCpkLzo3L1I/S5jfVdDaGGRSRks3xcB1q52hLsYUt8ZgHdAirOt1pQZOCDcR1w0SgZ160FK/dE1UFtS5NLJVjJi1NAKRUyCooM1drnukeK/575OlvzcJ8Atp5MLNER8UT/VgS62TJvUwSD2rgxpJz0UY2BiO/mRZxvQRCExuV0XDorpvallbs9wV4OxKfn0T2w4rZHfpGeFVP74mqnZkLvIFZsO1UHtS1NLpOglMssr1UKGQVFpTMb3EyeVsfsr/9izohwXDQlB6+cS8ggJjmbO29IDbVgw0Em9gniuZEduZyaw8Of/EErN/ty00cJjVNMWgF5RUbauFsjkzacGY6iI6IBULkFkBN1BLmtE4XJMZWaDQGg9gzEys480uzGB4BVVdU1IuQ2Duhy0iyvDYW5SGQ3H01383J5lSonCA2ZtXsAWZFHUGicKLgaXanZEAA2XjUbz1VdI0Jh60hRdrrltb6gcvGsKOs6cO17mNeOuJO8K+c4+vb9tBwzG4m0uLFlMho5/dGTuHYcjHu3kZX6fkKxAzFZzNocVWd5K6tq6+k01hxK4vupYqSK0DgEuNhw5FImTjZWRKfkVWo2BECguy0uGnOHqlUV1pD4r6quEeFgrSAtr3iNhlyt3rJ+Q01xtrUiKbuwxDYbpZy7O3kTlZLH+sNxjb4jQhAEoSY0lvYaQGx6IQM+PEHUgu4Vf1gQ6pm/mx2Ho5JxslURczW7xOyC8gR52ONqZ06bVBPto6quEeFgoyQtt7gtlVuow+qGjomKzF3/Dy2cbJgxuF2p9zYdimZ4Rz9kUvP3y8rXsjPiClHvT8JWpcDBRsnDA9qw7q+LoiPiPxrLNbuse2yj0cT07y7wb1wOcqkEtULGD1NDcbFVlFuuroiOiHpmMplQewYRs34hUV8+j8eAKdj4VO4XQVbDU4SrukaErX84qQc3WV7nXY7AytGjwuPZ+ncgJ+oIDm37WspVNT2UIDQEJpMJa68gzn/zEmc/f44Wg6ai8a2feK7qGhF2AR1I+rs4nnNiKxeXdi3DyYo8glNo3xvKFV8H5GpbMi8exsYzEPeeY0qUjdz4OrqcNDrMWlPhcYTG6Y/ITJ7ZFNlo8lY2ZFnnDhD1+aw6yzN+q0xGAzFr55P6zyZMRj0u3e+m5QNvIpE1rianyWSitbstC7acZs73J5na259QL7tKldUoa/a7VnWNiHAfBzYdK84FHxGfVeU0TwAFOgPD3v+LX5/ujVphvkE+EptBC0fzTfzirWfpH+JqWQxbIZMga+L55WtaQ4/v69L+3UrS7jWEPv99fVelUWnM59dQVEDk/54m6/ReJHIrXHvdh999C5BIa7ZzU2gYXtwaTaGu9N8dQWhoTCYTwZ4OzP/2IM9+fYCH+rehnU/Fs1eBKi1gXZ6qrhHR0c+FHw5FW16fupyOh4N1pY75+R9n+eNMAjsX3IW0jBHvW/69xDuTihc4NpnM/1KyCywLWidnFWA0mSp1PKFhudk99ncnUkjJ1XFwVidkEgnjvjrDl4eTeLa/T7nl6krjuitsggqSosi5eIh2L25Gbq1B6eRdb3WpaieAU/gQYtbOJ/PMPuxa9yT+t9U4hPYDzCOdDYU5yNSlV2137jKCqK9exK3PWCRSOcn71xMw7rXqfg1BqDf5iZFkXThEl5e2IFdrUDnXXzxXdY0Il05DOP/VfNIj9uEQ0pPLv36Ic/vbAXM86wtykFuXjme3rsM5t+ZFPPuORSKTk7D3W1pPKo5nfUEusb98SLsZH5Yom7j/O+L3fEPn+T9iMpnQF+YhlclFeqYGJim7iP6rjpf53oGnO+JYTk75mLQC5v8Sw5RuHhyPLz1KSGha4n9dSd7lCNrN/xmTvogz707ANiAc99sn1nfVbklkSh4Ho9P56YleaNRyvB3Kv4msTVXtPBgS6s68HyPYdyGVnq2cWLUnmn7B5k4Co9FEjlaPnUpe6cVo1QoZrhor5v4QwZTefhyMSWfTsQQ2PGYeMevloOb57yNYNTEcmVTC1/9cZuGINlWqu9BwZUb8QeRnzzSrdQSak5ud34RtHyGRK+iw+A90mVe58NF0rL1a49Z3XP1UVChTddpr131/IoXE7KIKPycIDUFkUhb/RF5l6wvDsVMr8Haqv0FPVV0jYmgHX15c/w97zyTQq7UHK7efon+o+TmC0Wgip7AIO7VVqfba/nOJvLzxMN/MHIS1lZzcQh0yqQS1lfkx76WUHK6k59K1lZuljIONkhAvB15Y9zcTegdxOTWX/+0+y6KxFaeSFmpebd1ju9oqWDQswDLTp62HDRn5+grL1RXREVHP1O4tUWicOb3kHvQFOUhlClx73UuryW/Xd9UqTaFxwn/cy5xdPhmZ0gaZtR2BD70HgDY9nqMv9KDbijPIrUsugOPYYTAObX7m2Lw+ANi36YNTNRbbFoT6Zu3RCoXGmSOv34OhIBuJTIFnn/sImdp44tlK40zQxFc4vuwBZCob5NZ2tHlkOQCFafEceLY7t60+i8KmZDy7dByC06Gt/P18bwCc2vbBtUtxPF/+7SPsW3W0zJiwbN/2CYaCHA4tGGzZ5tnnfto+urx2vmAt2xeVycLfLhGXqSXUw5r3xwQS4Gx+gLn9XDqLd8SSmF1Epxa2fHB3EB52VnR/7yj9Ah3YciqV8Z3cuJhSwLH4XNY+0IZdFzI4diWXAp2B00n59A9yYMnIlmhUFf/53nMxg8U7YknILmJ4W2deHx6A8lq++E8OJPDRgQRytQYGBDmyfEwgKsXNRzW62irYMT2szPfsK6iLo7WCXx9tz7Zz6aIjopEoykji+Ev9y3yv41sHUNg63rSsPjedoEdXoXL1A8CxfX/yLkfUSj1rUysXG1xsldy9+m+yC/UopBLu69KCJfe2r++qVZqzjRWv3NWWSZ8dwsZKjp1azvvjOgCY17t4Yw/nFg3BXl35tJjv3t+BZ749wehVf9PCUc3qSR3p1co8025qbz/iMwuY8OkhlHIp0/u1ZFS4VwV7FOpadeK74GoMMWvn4zFgCrkxx2uphkJ11Nb5zY05hkf/B1E6eqJ09MS+TV8Kk2Nqsup1SrTXypaer2Pxjlg+HRvM6M8a399uoflp5W6Pi0bF6KW/kV1QhEIm5f6egSyd1Ku+q1ZpzhoVr93fjQkrfsdGKcfO2ooPpprvma+k59Jl3vdcXD4Be+uSA/U+3X0Grd7Afcu3W7b1au3B5jl3AvDX+UTa+zijUpSM/U8e7cfcdf8w++sDyKQSpvQLYWLvyqWTri/iml1aeffYA4KK/9bHZRSy9XQa740JrLBcXREdEfUs+a8NKOxcCHnqC6RWavKvnOXs8sn43bcA+bVULfYhvej8nym8bn3G4tZnrOW1ysWHXp/Fl/hMWeVqi0e/yTiE9qMgKRK7oO7IVDY3rdd1EomEoEdW4BEzDaM2H7vgnqV6eX1HPVvrdReEmpL457dY2bnQYdYaZFZqcuLOcmLZAwSOK45nxza96P3uoRLlvPqOxatvcTyrXX0Y+FVCic+UVa62tBgwGef2/chLiMQhuDvya/FcVr2uk0gkhE5fgU/0NAzafBxCSsZzy7vnlFmu++Lfa/4L1KOnfozksZ6e3NXehff+uMI7u+P48L7WZBboefy7C7w5oiX9Ah14ddsl3t93hTdHtATMudsXDPHjhZ+j+Xx8MEUGI3sjMwHYE5nJ8jGBdPax5akfI3lndxyvDQsotx4xaQU8tP48rw8PoIe/HY9uuMDqvxJ45vYWRKYUsPj3WDY+GIqbRsGM7y7y3fEUHuh68zzuMqkEH8eqjcp2UDfdpkbmmX1cWrcQbVoc1j6hBE57H7W7+dykH9tO7HeLKcpIxLZlJ4Ie/gArRw+OPt8dh3b9SD20Bbe+4ylIuEhuzDHazFpLxsld5EYfw1BUQH7caRza9aflg0ss14/yZJzaYz5eegLOXYYTMPF1y8yihB2fkLDtIwyFuTiGDSBw2nKkipufT4W9K2Gv7Cjzvf8OKvgv/3GvlnhdkBSFc9e7Kqx/Q/Pt4Ticba1Y81AX1AoZZxOzmfS/w7w0IgTNtansvQKdOTx/QIlyY7v6MLarj+W1j5M1iUuHl/hMWeVqy4O9/Ogf7MrF5Fx6tHTC5lraqLLq9V///S4ALRzVfP94jzI/L5FIeGlEG15qIrMgRHyXUdbWkfYv/Ur60W2NviNCnN8yypZzfq29gkn+cz2awC4UZSSRcXIXQY+uqPC7NVSivVa2V7fFcleoM119azZlrCDUlvUHLuKiUfH1EwNRW8k5cyWDCSt+5+V7ulhSL/UO9uTIm/eVKDeuVxDjehWvzerroiH5k6klPlNWudoy5fYQ+od6E5mYRfcgd0vapLLqdd2XMwaWu8+JfVozsU/pDoYQL0c2XeusaCzENbu0ytxjv7P7Mqv2JzC2oxt9W9pXulxtE0kd65l9SC9MBj3HFw7k39mdiPryeXzvmVupRmtDo3L1xbH9AEsnRGVpAsKxD+lV6dQAgtBQObbpjclo4J95A/jzqY6c++J5Wt0/r1HGs9rVF5cOAyydEJVl1zIcxzbNN55Vcik6owlHtZwlI1uy/NrIAxsrKQdndWJUOxdi0wvJ1xmJSi2wlLu3gystnVW42ioYGuKEl70SvdGcq7Orr4b7wl1p6azmiT5ebD+fUWE9fopII9TDhgmd3WnprGZyV3d+P29ehNxKbj43RQYjvg4qtj7SnvGd3MrbnXATkZ8+hWufsYS/vg9rr9bEbX4HAH1eJhc+ehzvYTPp+OZfKOxcuLL1fUs5fWEufvctIHHHJ7j3ewBrn1AyT+8FIDNiD+59x9H+pV/RpsURt+mdCutRcDWG8ysfwnPQNNq/9Au5McdJ2Lba/F5iJLHfLab1Yx8S9vI2CpMvkfLXd+XuTyKVoXLxKfPfreQDzzr3F/nx53HteU+lyzQUvQNdMBhN9F+6j/DXdvLc96eYN7y4E6Ix8XW2ZmAbN0snhFA5Ir5Lk9s4VPgwu7EQ57e08s6v97AnyIk6wuEn23Ji4QCcOt+JfUjvCr9fQyXaa6X9GZ3FocvZvDhILFgrNB69gz0xGE3c9spm2j+3gWe/+YsFd3eu8fUf6oKfi4aB7VtYOiGEYuKaXTUzenvz3uhW/ByRyo5r9WwIxB1JPVO5+hH63Mb6roYgCDVA7eZHpxdFPDdnK+4JZNmeK6z+K4G27ta8coc/7b1sMZngjd8vs+N8BkGuamytZBhvWBPs+nTO6/+9kZddcUPaQ2NFam7FeXsTs4uISMqjzZvmWTR6owkbK/Pisr6OKt4e0ZK3dl7mUnoh/QIdWDQsAGebmzd6ayLncFMktVJhMuiQ2zjScvISTEZz7k2p0oZOSw4it9aQe+kkRm0+BdmplnKuPe9FqlCisHPFqeNQ0o/+ZllcXhPYFdde5tFXXnc+Qey3rxAwofz1k9IO/4SNTyjut00AwL3/ZJL3b6DFyGeQyM2/P0ZDESoXX9rP31rj/x/KYtDmE/Xl87S4azYKjXOdHLMm+Tlb8930skf+C82DiO+mTZzfW3N58ztoArvSctIb6PMzufjpUyTu+hzPgQ/VW52qQ7TXSirUGXnx52jeHtkS62vHF4TGwN9Vww+z76jvagi1TFyzq8ZGKWNMmCtRqYVsOJrMkODKLeRe20RHhCAIgiDUgIIiA3qjiW8fbIveYGLpnjhmbY5i54wObDqVytEruRya1QkbpYw1h5LYejqtUvuNy9Rafk7ILsLVtuIRPp52Vgxu7cjCoeY8/QYTFOgMgLnBE+Zty6+d3cku1PPohgss33uFReVMRa1uzuGmKvDhFVz5aRkJv63G2qct/uNewdavPWDi8g9vkHF8B2rPIGQqWzAZLeWup9woa1F2K6finPpWDh4U3fAA7GaKMhLJuxzBoZnmlDgmox6Z8lqKRFdfWk5+m8s/vEVh8iUc2vUjYMKicjsHqpNj/LqYtfNROnnhNeSxCj8rCA2RiO+mTZzfW5P6zyZCX/gBhZ0LCjsXWox4mrgtSxtlR4Ror5V2LD6H2IxCHtt4ocT2Nm8e4ssJIXTzs6vwuwiCINQGcc2+da/viKVfkAO9A8yzHBUyCVJpw8lY0XyfHjQDWecOEPn5rDpbJ6KqUv/dStLuNbR7/nvLNkNBLjEbXiHjxE6kCiVeQx+zNHQNRQVE/u9pMk/vRSK3wq3Xffjdt+CW0kUIQlOScfYAZz59ps7WkKgqgzaff+YNIGjcS7h1NecmNxkNnP9qPkkHfsRk1OPR826Cp7yFVNb4/jzpjSYmfn2WpaNa0cvfHtO1bQB5WgMmTGQW6Dl4OZv3916hpXPl8kEevZLLxuPJdPHR8OH+eIa1rXgkw6j2Lnx2MJGY9EKC3axZtT+ew5dz+O2xMM4n5/PUj5H8b1xrvO2VlrqXp7o5h5sig7YAk1FP22e/xWTQE7dlKVGfz6LDqztJ/WcTudFH6bTkEDKVDUm715D2b+VGsmpT4yw/F6UnYGXvWmEZK0dPHDsMxm/sQvMGowFDkXlaclFGErb+Ybi/9Cv6/GwurH6UKz8vJ2DCopvurzo5xgGSdq8h8/Q+whZuE3+bb9GByDSe3nCiztaQqKqtJxL54sAlfni8p2WbwWhi3qYIfjyagN5o5O5O3rx9dzvkssb3OyDiu2kT57cKTEb0N3Ss6LKSMRmN5RRouER7rbSO3hr+frpjiW09lh9jx/SwSj2cE4Tm7q/ziTy1Zn+drSlRVflaPbe9uomX7+nKyM7+9V2dShHX7FvnZW/FCz9Hs+qeIGRSCd8cucqCIX41fpyqanxPeoQmJSPiDyI/ewbbgPAS26O+mUtRRiLt5/+MNjWO8x8+gtRKjXvf8SRs+wiJXEH44j8oyrzKhY+mo/ZqjXvfcfXzJQRBqJToTcuwdve3dEIAXNq6kpzYCLq8vBWTvohjS8Zj17Ij3v0n1mNNq0ajkvPB3UG8szuO57ZE4e+k4q1rC2XdF+7KrosZ3L7yOCHu1kzq4s6Xh5Mo1FV8Ez842JH1R5JZ8EsMg1o7MrufT4Vl/J1UvD8mkFe3XSI2Q0vHFrasute8INvtgQ5M6uLGYxsvkFVooIuPhqdva1G9L98MmYx6zr47kVZTl2If3AtMJkt6DoM2D5PJhD4vk+yLB7my9X1U7i0rtd/c6KMk/7URTWAX4rd9iFOnYRWWcek2isSdn1F4NQZr72Dif1tFzsXDhC38jfz480R+9hStZ/wPpbO3ue7X6nkz13OMV0XWub+4tOE1Qp5eg0xpjaEwD6RSZFbqKu1PaHj2nE/hqW9PEO5T8qHmit2RRMRns/XJXugMRsZ9coiOPg5M6tH48o2L+G7axPm9dZqgbsT+8Cae2SnoczO4svV9Szqpxka010pTKaRlPgwTg1AEoWl55+djBLjaNZpOCBDX7KqY0s2D+KwiJn5zFqVMwmO9vBjVzqVe6lIW0REhVEtRRhLHbjL9t1MF038LrsYQs3Y+HgOmkBtz3LLdqNOSdvhn2s/7ybK4mlvf8aQf24573/HkxhzDo/+DKB09UTp6Yt+mL4XJMTX91QRBuIE2I4l/5vYr871eS/+ucKp/zuXTXNm5hm6LtpfYrstJp93jq1C7mXvoncMGkBMbUSN1rg8jQp0ZEVo6ZYJGJWftA21LbHu2v7mxc3BWJ8u26z9fX4Br2Z44HNRy1kwIuekxewXYl9jHdf2DHOkfVPZ5eW6AL88NqNuHg2M7ujG2Y9NZFFuu1hD0yAfEbX6HqDXPoXLzp+UDbwHg2us+Mk7u4viC27FuEYL77ZNI2vMlRl1hhft17DCY5D/XE7N2AY4dBuFz1+wKy6jc/Amc9j6XNryKNiUW25YdCXpsFQAO7W7H7fZJXFj9GIaCLDStutBixNPV+/LlSNz5OSa9lrPLxlu22QX3JPSGWY9C/UrKKuT2d/aW+d4/8/rjaH3z0a8xqXnM3xTB1N5+HLucWeK99DwdH07siJ+zNQADQlyJiM+qsXrXJRHfTZs4v7eu5QNvEfPNPGLWvoTJUIRzl5F4N+LfNdFeq1j8qz0r/pAgCHUmKTOfPi9vKvO9w2/ci6NN6ZSBN4qIS+eLP86xc8FdtVG9WiWu2TdX1j22RCJhwRC/cmdB1Oe9ueiIqCOZZ/YRs24h2rQ4bHxCCZz2Pmp3c66w9GPbufTdYooyEtG07ETQwx9g5ejBkee749CuH6mHtuDWdzwFCRfJjTlGm1lryTi5i9zoYxiLCsiLO41Du/60enAJcrWmwrpknNpD7HeL0aYn4NxlOC0nvm7Jc5qw4xPit32EoTAXx7ABBE1bjlRx85EQCntXOlRx+q/C1pGwl34l/ei2Eh0R+oIcTAadZeQPmEf3SKTmRWDUXsFc/XM9msAuFGUkkXFyF60fXVHh9xaEupAesY/z37xEYWocGt9Q2j72AdbXYj3lyDYiNyymMD0R+8DOhD72AUpHD/6a3Q3n9v1J+mcz3rdPIC/hAllRx+n43FpSj+8kO/oYBm0BOZdP4xzWnzYPvVOpWE87uYeL3y5Cm56AW9fhBE9+wxLrl7d9QuyvqzEU5uIcNoC2j76PzOrmsW5l70q3Rb+X+V5FsW4ymTj3+fM4BHUhK/IIRp0WjW8oAK0nvlris/lJUbh3b3yNI6F5cu4yAucuI0ptl6s1tJ21tsQ2n1HPAtDphnSJ138OnLYcgLgty5DbOBDy1JqbHtM+pFeJfVzn2L4/ju3LHhjgO/o5fEc/V+53qSkhMz+rk+PUhX0XUlmw+TRxGfm087Ljg/HhBLiYc7dvi0hi8S/nSMgspLOfAyvGh+Nhr6Lr67vpH+zK5uMJTOjmw4WruRyPy2Tdw93YeTaZo5czKdAZOJ2QzYAQV965tz0aVcUL0e0+l8yiredIyCxgRJgnb9wdilJubhd9vC+a1X9Ek6vVMzDEjffHdUCluPlio64aJTtn9y3zPfsK6uJobcVvT/dhW0RSqY6I10aVvBGMSsnjrnDPCr9bQyXi++bc+ozFrc/YOj1mTRPn9+bKOr9KJ69yv5sgCEJDsfdMAvM3/ENcai6hPk6sfOg2WrqZ1zn57Xgsr/3wL4kZ+XRu6cqqh27Dw8GaznO/o3+oN5sORTOxb2suJGRy7FIq3z49mN9PXuFoTAoFRXoi4tIZ2K4Fyx7ohUZdcdqy3RFXePX7w8Rn5DOysx9vje+J8lob7aPfT7NqxylyC3UMat+CFVP7olLc/BGtq52K3S+VfZ9sX0FdTCYTc77+iy6t3Pg3OplCnYF2Pg1j4WKh+Wl8SVsbqYufPoVbn7F0fH0faq/WxG1+BwB9XibnP3qcFsNm0unNv1DYuRC39X1LOUNhLn73LSBxxyd49HsAG59Qsk6bR7FlRuzBre84wl76FW1aHHGb3qmwHgVXYzi38iE8B00j7KVfyI05Tvy21QDkJ0Zy6bvFtH7sQzq8vI3C5Esk//Vdufu7Pv23rH8V5YWW2ziU+QBTYeuElZMX6cfMI6cN2nzS/t2KfVvzTXOLYU+QE3WEQ0+25fjCATh3vhP7kN4VfndBqAunP34Sr75j6fn2n9h4tyb6hyUA6PIyifjwcfxGPkmvpQewsnMmZktxrOsLcgga9xKXt32Md/8H0PiFkhZhjvW0k3vwun083V79jcLUK0Rd22d58q/GcGL5VHyGTKPrK7+SHX2c2F/NsZ6XcJHIbxfRbsZqur22nYLkSyTurzjW1a4+Zf6rKNavHtxCdvQxFHYu5CdGcXzpJGJ/+bDU59LP/EXelXN49Lqnwu/XXDzb38cyckMQhLo1c/1xxnVtwf4X+tHaXcOSbeZFPDPzdUz/5hhPDmjF33P74WKrZPnOi5ZyuVo9L41ow8f7Ypjc05dQLzv+uJACmNMaje/mw7an+xCXXsDb2y6UeewbxaTmMfWLIzzc15/fnu7DsbhMPvwjGoCLybks2nqO1RM7suOZvsSk5rHx3yvl7k8mleDjZF3mv4oWsnOwVmCvrrjj5K/IVM4l5XBPJ+8KPysIgtDYifaaIDQcMz7fx7heQRxYdDfBXg68veUoAJl5Wh79ZC9P3xnGwcX34KJR8e4vJyzlcgt1vHxvVz76/TQP3h5MOx8n/jidAMDu0/FM6NOa3+ePJC4tl7eu7bM80cnZTP5wF48MDGXHvBEcjUll1Y5TAFxMzOTVHw7zySP92LXgLmKSc9hwILLc/cmkUnxdNGX+q6j9tvlwDEcvpeKiURGZlMX4D3awcvupCr9DUyWu2fVLzIioI1IrFSaDDrmNI60mL8FkNOf3lCpt6LzkIHJrDbmXTmLQ5qO7YSEw1573IlUoUdi54tRxKGlHf8N4LTeoJrArbr3Mi+F43/kEl759hYAJr5Vbj7TDP2HjE2rJ6enRfzLJ+zfgM/IZpHJzL6rJUITKxZew+ZVbmK2mSaRSAqcs48KnM0k/to3c2AhMOi2uPc0PJy9vfge7wK4ETHoDQ34mFz59isRdn1sWsxaE+iRVqDAZ9ChsHQmZ+o4l1mVKG3q9ewi5WkNOzAkM2nyKstMs5Tz73IdUocTK3hXXzneQcmQbJr0OAPugrnj2Mce63/AnuLjuZYIn3XyhQoCrB39C4xuKdz/zWgveAx8kcd+3BIx6xjIrwqQvQuXqS5eXf6nx/w83StizFrduI2n3uDnVgEv4II6+dT/eAyYjV9sC5g7Hc58/R8Do2VjZlZ52KdSuTSdTmPdLcYq7s3O71XkdBn14gvgsLQBP9PFmZt/m9wDz+qhboWFQyaXojCYc1Qreube9ZcE5G6WMw/MHoFHJOXEli/wiPam5Wku5ezt7o5LLcNUouaOdB79FXEVvMJft6u/I/V3M+WKf6N+Kl386w+LRoeXWY8vxBEK97JjY3TzV+8Gefnx7OI5Zg4JQXlsIWmcw4euk5ten6n9gRr5Wz5zvTvHs4CBcbMtPE9CciPhu2sT5FepCQ2ivtXnzkOXnN4YHMCas4kXZBaEuqRUy9AYjDjZKlk3qjd5oXi/ARqngyFv3YadWcPxSGvlaPak5xWn37u/RCqVChqudmjvD/fj12GV0BnPZbq3cGNvT/OB65h3tWbjxEK+P61FuPbYcjqFdCycm9W0NwNR+Iaz/6yKzh4djdW1WRJHeiK+Lhm1zS8/Qq0lf/3meuzr789HDtwMwOMyHe97dxpTbQ7CtxMxcoWoawjW7qmrz3lx0RNSRoIdXEPfTMuJ/W42NT1v8x72CrV97wETsD2+QcXwHas8gZCpbTKbihVWuPzC8/t8bKZ28LD9bOXiU6MC4GW1GInmXIzg4sw1gXqxNpjSnGVC5+tJq8tvE/vAWhcmXcGzXj4AJi1Bobv5QsDprRJTHIfQ2urxziIKkaM68NwmvOx6zpKJJ+WcT7V74ASs7F7BzwWfE01zeslR0RAgNQuj0FcRsWkbsrx9i69OWoImvYOcfBpiI2vg6KUd/x8YrELnaFpPRYClXXqyrnItjXenoQVFWJWI9PZGc2Aj2TjfnPTQZ9MhU5lhXu/oSMvVtIr97k4Krl3AO60frSYvL7QCozhoRhemJePa93/Ja498ek76IwvQEbL3NDbPzX81D5eyN753TK/xuQs0rMpi4L9yVR3rUXxqVryaGYDCa+OVMOnlFhooLCFWW8s8mYr6ZZ3ndbeXZOq/DiZcHoU2LB8B72BN4D5tZ53WoyMoJ4SzbcZEP90TR1suOV+9qS1gLe0wmeP2Xc+w4c5VAN1tslXIM1zopAFTXUiYp5aVni3k7FC/a7WmvIjVHW+oz/5WYVUhEQhbBC8wzRfVGEzZKcxPe19maJfe0441fz3EpLY/+wW4sGt223A6A6qwRURnzNp3G20HN9Nsrt8CvULNEfDd9DeEcl0ec/9rTENprO6aHAfDpP4kUGUwVfFoQ6t6qabfxzs/HWbk9gtAWjiy6vxthfi6YMLH4x3/ZfiKOIA97bFWKEu236ymTykpv6e1kY/nZ08GalOyCCuuRkJnHqbh0Ap82p/vTG43YKM0P/f1cNCyd1IvXNx0hJiWbAaHevD6uBy6am6dKrs4aEQkZ+YztFWR5HebrTJHeSHx6HsFeDhV+F6FqqnrNjs/Ukpqno427NVZl3E/Uhdq8NxcdEXXAoC3AZNQT+uy3mAx6Lm9ZSuTnswh/dSep/2wiN/oonZccQqayIXH3GtL+rdxMhMLUOMvPRekJKOwrHo2gdPTEscNg/McuNG8wGjAUmS+iRRlJ2PqH0eGlX9HnZ3N+9aPE/byclhNuPvK6OmtEVESqUFFwNRqJRILnoEeK3zAZS3S6FGUlg9FYxh4EoW4ZtPmYjAY6vrABo0FPzI9LOfvpLLq/voukvzeRFXmU3u8dQq6y4crONVw99HOl9luQUpxmQ5uegFVlYt3JE5eOgwka/zIAJqMB47VY12YkoQnoQLdXJ6DPz+bUikeI2fIewQ8svun+qrNGhMrJE0NR8WiTwtQrIJGgdDAvjnRl5xrSI/bR9bXtFaZ5amziMgrpsfxYo1jwz14lx8exdOP38OUcZm+O5M+nOtbIcdYcTOK9vVewtpLyzl2t6NPS/PvjZW9uPDtay0VHRC0z6Ytw7X0fnoMfqfjDtSTk6a8wGQ2k//sLBm1evdXjZvKLDOiNJjY81h29wcg7Oy7wzIYT7H72NjYdi+fI5QwOzx+AjVLOmr8u8dOJxErtNy4j3/JzfGYBrpqKZwx42qsY3NadV0aaB5EYjCYKdOYYScoqpIOPA9u6+5JdoOORr46yfGdkubMsqrNGREXW/HWJvRdS2DGrb4VpAoTaIeK76WsI57g8jfH8N4X2GkBWgZ5+K4/z08PtbvqZynpr52W+OpyEl72SD+4OpK2H+UHs9f3aq8SjJKHhydfqMRhMfD9rKHqDkSU/HePJNfvZ+/JofjwUzZHoFI68eR+2KgWf/3GWn/69VKn9Xk7Ltfwcn56Hm526nE+beTnYMCTMh1fv6wpca78VmbMlJGXm08HPhR3zW5OdX8RDH+/h3V+O80Y5syyqs0aEl6M1hdeODXAlLReJBNztK/4eDVFTuGbf7B77lW2X+P5ECg5qOQVFBjY8GEqgq7rCclVVH/fmTeuJTwNlMuo58+5EUv750fwA3WTCdC29kkGbByYT+rxMMk7t5srW98FUuZEFudFHSf5rIwVXo4nf9iHOnYZVWMal2yiyLx6k8GoMUrkVibs+J/Lz2QDkx5/nzLsTyL54GEOh+UJ7vZ43U501IipiMhqJ2/IuPqOfQ6YsDjy7oG7E/vAmKf/8SOLOz7i8+R0cwwdX61iCUBNMRgPH35lA0gFzrJswWVKpGQpyARP63AxST+wmZsvySsd6dtQREv/cSH5SNLG/rMKta8Wx7t59FJnnD5J/NRqpwoorv3/OmU9nAZB75RzHlown88Ih9JZYL/+PS3XWiHDvMZrLv64mK+oY+UnRXPjmJZzDBqCwcSD9zF9cXP8qbR9Zjkxpjb4wz9I5KtS/kwm5PPzt+Rob8fZHZCaLdlxiyV0t+eDuIJ77KYr0fF2N7LshKEyN4+9pjSOllNza3vL3+rq0f7dy5Llu/Du7E6kHN1f7GIbCPC6sfoyDj7fi0BPBXP7xbct7SicvVC4+yKs4c7K2GYxGJnx6iB+OxpOaW4TJhCW9Uq5Wj8kEGfk6dp1N5r2dkVQ2Qo7EZrLx8BWiU/JYtSeK4WEeFZYZHe7Fweh0olPzsJJL+eyvSzyz4SQA55JyGPfJQQ7FpJOrNf+90RvKH5xRnTUiyvNXZCqv/HyW98eFY20lI0+rt3SYNAUivsuWsO0jIj97psS2hh7fNyPOcdnKOse6nDTOLBvHwccD+Xd2J8uag9B4z39TsHhHLMm51W9XfX34Kt8cucoXE0J4foAPM76/SJFeDPwTGj6D0cjY93fw/cEoUnMKMV3bBuY1IEwm81oRu05d4d2tJzBV8n78SHQK3x64SPTVLFZuP8XwTn4VlhndNYCDkVeJTs5GKZfx2Z6zPP3lfgDOxmdw//LtHIy8Sq7WHLP6Cu63qrNGxJhuLVm1I4KjMSlEX81i3rcHGRjaAodyZlEItedm99gHYrLYeSGDv5/uyP6nOnJbKwdW7o+vsFxV1de9uejGrgNytYagRz4gbvM7RK15DpWbPy0feAsA1173kXFyF8cW3I51ixDcb59E0p4vMeoKK9grOHYYzNU/1xO9dgFOHQbhc9fsCsuo3PwJmvY+lza8SmFKLLYtO9L6MXPedod2t+N++yTOr34MQ0EWmlZd8BnxdPW+fDWkHPgOiVSKW+/7S2xv+cBbRH8zj5i1L2E0FOHSZSQt6rGegnCdXK2h7WMriP5hCWc/m4Pa3Z+QKeYHb5597yf1xC7+fvF2bH3a4N1/Eld2fVlipsDNuHQcTPzedZz/ej4u4YMIGF1xHmJrd39CH/uAi+tepSA5FvtWnWg3w7xAtHP7fnj3n8SplY+hz8/CPrALAaNqL4a8+k1Al5tOxMpHKcpJw6F1d9pMWwbAld8/w6jTcmzJOMvnHUJ60nneD7VWn6Zo6EcnuZxR+nfp/TGBDAlxqtI+84sMPPzteaZ08+DbY8nVrSIAXx1O4t5wN4Zeq9OQYCe2nU1nQmf3Gtm/UHX5V85x8dMnCZj4OrYtO3Jh1cPY+LVD7VH1hdwuffsKRl0hHV7bgzYtjrPLJ2MX3BOH0NtqsOa1Q6NSsHJ8OG9vP8+cjSfxd7Hh7XvaAXB/lxbsPJvCbUv20sZTwwM9fFlzIJbCSjx0H9LWjbWHLjNvcwSD27jz7ODWFZbxd7Hhg/EdeOWns8Sm5dPJ14HVE82joPoFu/JAD18e/fooWQU6uvo78sygoAr2WDv+t/8SWr2RsZ8ctGzr2dKJH2c0/NFqTV1txDdA8v4NxP7wBq497q6hmgpVVdfnOPa717H2CSVw2vsUJF7k/IePYuvXHvs2fap1vKauNtpr1/1zKZsd5zNwtK7+I56v/k1iei8vuvvZAbDhWDL/xGZzWyuHau9bEGqTRm3Fh9Nu460tR5n91V8EuGp4Z2IvAMb2DOT3U1fo8/Im2ng7Mvm2YNbsPUehrvzBtwBDw3xYu/8ic9f/w5AwH54bWfFo9AA3O1ZO7cvLGw8Rm5pLpwAXPr62RkP/UG8m3xbMwx/vITu/iC6t3Jg9vEP1vnw5JvVpTXquloc/3kNaTiHdg9x578H6X1esoavre2wruZR37mqJ5tqMs3aeNuyLyqqwXFXV17256IioIy5dRuDSpfQCNHK1hraz1pbY5nttsbPOS4pv5K7/HDRtOQCXtyxDbuNAm6fW3PSY9iG9SuzjOsf2/XFsX/a6Dr6jn8N39HPlfpea5tZnLG59xlZ6u9LJq9zvLQj1yb3bCNy7lR3rHZ9bV2Jby7vnAND73eJF367/3PbR5QBE/7gUhY0jHWZ9edNjOrbpVWIf1zmH9cc5rOxYb3XP87S65/nyv0wNkUgk+I98Ev+RT5Z6L+zpz+ukDlW16WQKXx6+yuZp5geQWQV6Oi79l8OzO+Nso+Dw5Wzm/xJDVFohIW5q3hsdSGs363L3eSAmi1mbozg4q5Nlm/fLf/PPMx3xcVRxPD6XBb/EEJlaQJ+W9rw7uhV2FUx/XzMhuMxRNC42VU+zIpdK2PJwO2LSCmussXMmKZ95g10srzu2sOWfS9lM6Fwju282Tr46lMKUy6W2Bz78Pk7hQ6q0z6t/rsMupBfut00AwGPAVFIO/IDv3S9UaX8moxGTQUfgIyuRqzWoXH2xDQgn73JEo+iIABjRwZMRHUrndNWoFKx/pORic3OGmjsUDs8fYNl2/ef3x5lvLJduv4CDtRVfPtT1psfsFehcYh/XDQhxY0CIW5llnr8jmOfvCK7g29SssV19GNvVp8S2L6Z0qdM6NFWNIb4Bss4dIGnX57j1GYdJX1Tl/TRHTeEc58Ycp/XjH2Hl4I6Vgzu2/mEUJl+qt46I5txeA9DqjbzwczSvDfPnjd9L/27dCpPJxLmr+SwZaWfZFu6t4VRCnuiIEBqFkZ39GdnZv9R2jdqKDU+XvMY+f5e5Q+HIm/dZtl3/ecVUcxrLJT8dw8FGydczB930mL2DPUvs47oB7VowoF2LMsu8OKoTL47qVOZ7NU0ikfD0nWE8fWdYnRyvIs35ml3ePXYXH43l5/Q8Hd8eS2Zad88Ky1VVfd2bi9RMgiAIgnATg1o7EpGYR1aBeaTMvugsOvtocLZRYDSaeHTDBe5s48zfT3eku58di3bEVut4WQV6Jn1zlv5BDuyc0YEcrYHXtle8T087JT6OqlL/1FalF1urLCu5FE+7mp2um6M14HtDjkxbpYyrOQ3nAVbKP5uIeHO05bU+P4t/HmuJLicNgOyLhznxyhAOPt6Kk4uHk59wocJ9Zp07wNHnu5fY9vc0b8s6T7kxxzm1eASHZoZwftXD6POzK9xn8FNrCHtlR6l/9m3KzvtfGflxZ7APKR4ZZRsQTl7sqSrvTyKVEjhtOXK1uUFtMhooTL6Eyj2gyvsUhOoQ8V1z8Q2g9mhFu3k/YeXQcGa0iXNcd+fY2rs1V/d8haEwj+yLh8mNOY5dcP3NfmrO7TWAFfviaemsYlQ7l4o/XIG8IiNGEyXaa5oG1l4TBKFxa87X7MrcY6/99ypd3zuKm62CcZ3cKl3uVtXXvbnoiGikfEc9a5kdIQhC09Xy7jmW2RFC3dOo5PQKsGNftHlK5B8XMxjextny/vbpYczo40VCdhHZhQaiUqu3vsWuixkopBJm92tBCwcl03t5suN8erX22ZDIpRKsZMU5TJVyKQW6hpNz2LHDIPIuR6DPN5/vrNP70AR2RqFxxmQ0cmH1ozh3vpOOb/2NXVB3Yjcuqtbx9PlZnF0+CYf2/enwyk4MBTnEbnytwnJKR88y12a6cT2lW2UozC2Ra1ym1lCUmVTl/f1XyoHvkUilOLYvPdq/uZgztLVldoRQ90R812x8Wzm4I1U0rNzS4hzX3Tn2vftFkvd/y6EnWnP6rdG0GPEMao9W1TpedTTn9trFlHy+/vcqb45oWSP7k117QlSyvSZpUO01QahLz9/V0TI7QqgZzfmaXRn3hrvy0X2tOZ9cwBcHE2vtOPV1by5SMwnlSvlnE9HfzLO87r7ybD3W5tYcf3kQ2jTzwi7ew56gxbCZ9VwjQWjYkg78yPmviuP99o/O1WNtSju+bDJZF80pqNx7jCFkypt1ctzhbZ3ZczGDkaHO7IvO4vmBvgBIpRI+/TuR9ceS8XNU4mWnpCrrRhUUFeeVT8wqIi1fR9u3DgNgNEGu1kChzohKcfOxA7WZc7gmOajlpOUX52HN0xpQyKq+OG5Nk6s12IX0Iuv0Ppy7jiQj4g+cOw+3vB/28nbk1vbkXzmLoSCbgqSoah0v4+QuJDIFLe6ajUQiwXPodCI/e5r6eJQjkcqR3PDASapQYqyhheOLMq8Su/E1Wj7wVoN7cNlU/Xg0nrk/Rlhen188tB5rU9oDnx3mUIz5BnBMRy/euqd9rR9TxHftxHdDIs5x3Z3jmPULces7AZ9RsylMjePCR9NRebSscmqpmtAc22smk4nnf4rm+QE+eNhZ3XL5sqgVMlQKKWn5ekue8twiY4NqrwlCU/TDwSheWPeP5XXk+xPrvA4TV/zOwUhz2p+7u7VkycTam+nWHK/ZlaWUSxkc7Eh6vg+f/ZPI1O6lU8XWhPq6NxcdEUK5TPoi3Hrfh+fgR+q7KreszdNfYTIaSPv3FwzavPqujiA0eEaDDs8+9+MztHS8F6ZeoSg7DVvfNkjlNXOjc6vaTFuKUaclK+oI6Sf/qLPjDgl2ZNmeOM5ezcPbXom7xvz9D8Rkse5oMntnhuNiq2DXhQxO/hJT4f4kEjCailtTJxOLr0+e9laEedqy+j7zYrMmILuw4gZBbeUcrmkdvG04EpdD35b2AEQk5uFZQzfONcW583AyTu3BuetIss7sw3eMeS0ViVRK4o5PSd6/HqWrH0pHLzBWvDjxfxm0xQ+GitIT0eWkcfjJtuYNJiOGwlyMukKkCtVN9lA7+cXlNg6W9CVgHl0rqYFYNxmNRP7vKRw7DMa568hq70+oHJ3ByP1dW/Bo34aZCmvZfe3R6o0cic1kz/mUOjuuiO9r9ayh+G6IxDm+Vs9aPMf6/CwyT+2m24pzyNS22No44DlgKsl/fluvHRHNsb0Wn1XEocs5nEvOZ/Hv5jQjOVoDg1af5K0RAYwJc63Sfjt4mdtr/k7m3+OIxDxaudz8d1oQhOrTGYyM6xXIowPb1lsd3p3cG63OwJHoFHafjq/VYzXHa3ZF/vd3Is42csu1WyGTIJPWXsdAfd2bi46IelKYGsfRF3rQ67PaDe6aILO2LzHV97rsyMNEfj6bTm/8WWPHSv13K0m719Du+e8t2wwFucRseIWMEzuRKpR4DX0Mz4EPARCx5F6yz/9daj+9PotH6eQFgMLWUXRECPWqICWOA892Z+BXCfVdlQrJre1Qu5aM9wtrXyHpr++Q2zhiLMqn4wsbsPEKqvIxTCYT+x5vUyKPcst7nidg1DPoC3K5uO5lUo+b4933jsfwGTINAKWDOT/i9bzMdcXRWkGgi5qVf8YzvG3xlNHca6Mssgr1xKQX8Or2S5hMFQ/X8NBYkZyj40qmFmdrOUv3FH+fgUGOLNoey7H4XHr62/H98RQ+/juRf2eXv2JUTeeLrIjRaCJHa8BOJUMiqXzjaERbZ17cGs3Yjq7IpRLWH0vmtTv9a6+iVeAYPoS4LcvIu3IWpZO3JTd21rkDJP+5jvDFe1HYuZBxchcxsScr3qFEgslUPMU174YyVk6e2PqFETR9tXmDyYShIBuJrPzGbfBTazAZ9KW2KzRVzw1tE9CB3KgjuPcdb67n5dNYOXhUeX/XXf7hDXQ5aQQ/uaba+2oI4tLz6fbGHhKXDq/4w/XMXqXAx6n0wn6HL6Uza8NJ9r/Q75beq6qtJxL54sAlfni8eFSdm535gVZcet2OyhfxXbPx3RCJc1wH59hkApMJXU4qMrUtAEXZKWC69Y6dmtQc22seGiv+eaZjiW2jPz/N6nuDCPWwQW8wka8zVLgg638Nb+vMh/vjGRLsSHKujl/OpPHjQ6E1WXVBqDOXU3PoMu97kj+ZWt9VqZCd2gpfF02Jbbe/upmz8RmW1xP7BPHe5D7VPtbPRy7x+Z6zbJpzp2Wbu7253RiXllvt/VekOV6zK+LrpGTOlijcNFa4a6xY/VcCoyux9k9juzcXHRFCleReOsn5VQ+XO9rnVmVE/EHkZ89gGxBeYnvUN3Mpykik/fyf0abGcf7DR5BaqXHvO542T32JyVjckE899BOph3+qsToJQnOXcfYAqcd30mvZP8jVGs58+gyxW1dVa92KgqRo5NZ29Fp20LJNZmW+lpz/8kUKM5LosnArhalxnPzgEWRKNV63T6juV6mWYW2deeHnaOYN8rNs6x/oQP9AB+74+CS+DkomdHLnzZ2XScktwtX25iMJApzVTOvhwajPInCxUTC7XwsOxJg7ZezVcr6YEMKCX2KYvTmKYDc1X4wPRt7ApsPHZ2npsfwYZ17sir268k2JwcGO/Hzanj4fHAegT4A9w9o0nNRRYO68VnsGEv/rSpy7FD9sNhSaG+T6/CwKrsZwacOrlWoUWzl4oMtKRpt6BbnGmbgtSy3vOYYNJHbjInJjjmHXuicpf39P4vaP6bz033L3qXSs+em5zp2HEfHmaDwGTUPl4kvizs9w7Xk3ACaDHoM2H7m13S3tM+XAd1zd+w2hL/xwbaRwHhKZXKRnqkcnrmTx0JojqBSlF9kr772q2nM+hae+PUG4j32N7bM6RHzXXHw3VOIc1/45lts4oPYKJvqbebj1GYs2NY6knZ/hP+7VGtl/dTS39ppcJsHHseT9uFwqwdPOChuljAMxWUz79jxn53a7pf1O6uLO9nPpdHn3KEV6I+M7uRHmZVuTVRcEoRLytXpiU3I4s2y8ZfS+lbz67bTdp+N58os/Cfev/gL31dHcrtkVGRLsxBN9Cnnyh4voDCYmdHLj8d5eFZZrbPfmoiOiiTtxk6m/QdWY+mvQ5nNu1cN4DJhC8p/fVreKABRcjSFm7Xw8BkwhN+a4ZbtRpyXt8M+0n/eTZSE3t77jST+2Hfe+45GpbCyfNRmNJO78H62mLC3jCILQ9B16aQgFZcR720ffx7VT1fKDS+VWtJn2DnK1eWSGxq8d6RH7qlXP7JgT2Ad2RmFT8sGUUafl6sGf6bLwZ9SuPqhdffC6fRwpR7fXe0fEpC7uTOriXmKbQiZl5b0lZ4ZM/09DwcdRRfyrpXNrLhzqz8Kh/pbXN34m3NuWrY/Wfr70/1q1P57//WNeDOvGG9ZeAfYcnNWpxGd9HFWM6+iKnerWGsISiYQV9wQxLT6X/CIDPf3tLKM2Bn14gvgsLUUGEzMq0eCqTc6dhxH91Qv43VO8ZopDu/44tOvPydfuQOnii/ttE7j8w5sUZaVgZX/z1Adq9wA8Bk4j4q1RKDQutLhrNtnnDgAgt7Yn5MkviFm7gKjPZ6P2Dib4yS+QyOq+eWbjE4rnoGmcWjQMqUKJyi0A9/4PApB98RDnV06j2y2uE5Ww41MMBTmcfKW4veHa6z4Cpy2vyao3SYPf+5PLafmltn8wPpyhoe5llKhYvlbPtDVHmNrbn/WH4ir9XlXFpOYxf1MEU3v7cexyZo3ssyaI+K6Z+G7IxDmu/XPcevpqYtbOJ/rL50Eqw73/g7hdm41Rn5pze+26G9tsPfzsSow0riylXMq3k9tyOC4HK5mEji2KR2i3edO8XptWb6yxBbIFoSkYuGgLsamlZxKsnNqXO8J9q7TPU3FptGnhiIum5gYARydnM3f930ztF8KxS6k1tt+qaM7X7LLusQEe6+XFY71ufi/cFO7NRUdEFaX8s4mkPV/Sfu5mwDy65vCsjnRZehiFxpnsi4eJWTufgqtRWHuHEPjQe1h7tS53n1nnDhD5+Sw6LykeJXxgmjed3v4HlYsPOTHHiVm7gIKkSOzb9CFw6rsVjmwJqYWpvxKZnPbztlB4NabGOiIUto6EvfQr6Ue3leiI0BfkYDLoUDp7Fx9fKkMiLR1gaUd+wcreHbvArjVSJ0G4LunAj1zZ9SVdXtoCgC4vi/1PhdP7vX+xsnMm88Ihzn81n/ykKGxbhNDmkeXYepcf7xlnD3Dm02fo/e4hy7Zdk73otewgalcfsqOPc/6r+eQlRuLUtg9tH3mvwngPm/VlmfFuZXfrNyDX2Qd1sfxclJNGwr5v8Rk8rcr7A8iKPkZ29HH2Tg9BIlPg3X8SLe953hLvqkrEu1CzRrR1ppd/5UdK6gxG7g13vaWpnzcK9y49qu6riSEYjObRqbeaQqCmud8+CffbJ5XYJpUrCHp0ZYltXkOnl3itcvGhZxkpF/3HLsR/7ELL6xs/YxsQTvsFW2ui2rck/tdVJP7+PwDLwynfu1/EpcfdFGUkYRfcw7IejF3rHiVGFldWh1d23PS9Ey8PQpsWj8lQhNcdM6rwDarmx6PxrDkQy08zewGQVaCjw6s7+XfBAFxslRyKSWf+ptNEpuQS4qFh+dgOBHtoyt3ngcg0nt5wgsPzB1i2ec75hUPz+uPjZM3xy5nMu7bPPoHOLB/bATt1+albvnqoK3qDsdR2Z9uqzyaRy6T8/GQvYlLySnU2lPdeVTlaW/Hb033YFpHUoDoiRHzXTHxf5zPq2VLb6iu+rxPnuPbPsbV3MKE3pNK9UX2f/6bsVttrGQV6pnSrWoouqVRCd7/Sx9oxPczys5N1w1qLTGiafjgYxRd/nGPrC+brWFa+lnZzNnDs7ftx0ag4GHmVuev/ISopixBvRz6Y0pdgL4dy9/nX+USeWrOfI2/eZ9nm9ugX/PvGvfi6aDh2KYW56/7hYlIWfdt48sGDfbGzLj93/jczB6Ero+3molHf+pe+5lhMKokZebSZvQ6dwcSYbgEsvr87ymrMXnWyUbJj3kh+O3653jsimrpbvWZXVWO7NxcdEVXk2GEQUV8+hz4/C7m1PZmn96EJ7IxC44zJaOT86kfx6D8Z99smkrDtIy5tXETbZ76u8vH0+VmcXT4JjwFTaT39I6LWPMulja8RWMHo/9qY+iuVW6F09KTwasULxlSW3MahzO0KWyesnLzMMyBum4BBm0/av1vLXDw7adcXeA5+uMbqJAjXuXQczNnPn0OXl4XCxp700/uwD+yClZ053k+teJQWAx/Eq99ELv+2msj1rxE+55sqH0+Xl8XxpRNpMWgq7WZ+zNn/zebi+ldpM21ZueVUTjUf79fF71nLhbUv4RDcA6/bqzfirSApGpfwwfgMfZiCq5eI+PBxbFoE497tLpROXqQc3YZ3v4kYtPkkH9qK7x2P1tC3EG7GRinDRln5Bq1CJqWnf82mWvGyF+l66opzlxHYhfQq8z1rr9alBk7o8zLwGDClRusQ8vRXmK4tFFuXKWEGt3VjznenyCrQYa9WsO9CKl38HHGxVWI0mnjkq6M82MuPSd19WL03mte2nmXtw7eW0uJGWQU6JvzvEA/19ufjBzry7HcnefXnsyy7P6zccp72Nb8oqJVciqe9ipiU0utmlfdeVTmIB1T1ojnHd3PREM5xecT5rz232l5ztlHgXMOLqv43FZQg1LYhYT48+/UBsvK12Fsr2Xsmga6tXHHRqDAaTUz7aA9T+4UwqW9rPtwRwSvfH2L9U1XL/gHmjo7x7//OQ/3b8Olj/Xnmy/28/P2hCtdl8HS0Kff9qoi8mkX3QHeeG9mRrPwiHv9sLx/vPM1Td5bfjiyPg42456ort3rNrqrGdm8uOiKqSK7WYB/Si8zT+3DpOpLMiD9w7lw80qTDy9uRW9uTd+Us+oJsCpKiqnW8jJO7kMgU+Nw1G4lEgtfQ6Vz87Onqfo0GTyKVEjhlGRc+nUn6sW3kxkZg0mlx7XlPic/lx5+nIPkSTh2rln5GEMojV2twbNOb9NP7cO82krSTe3DtOszyfrdFO1DY2JMbdxZ9fjb51Yz3tBPmeA8Y8ywSiQS/YY9z+uOnaFO9iQjV4tnnXpQObpz78kXifv8cn8EPVXlf4XPWWn5Wu/rSYsg0kg//gkeP0bR5eBmnV88k5ch2cmJPYdRp8eh9Tzl7EwThVslUNiVSG1ZEoXFGoan6zKqyKJ3qJ/2WRqWgd6Az+y6kMrKDJ3vOJzM8rHi06O+z+mBvreBsQg7ZBXqiqvlgfufZZBQyKc8OCUIikTD99pY8tf4E5XcrC0LVNef4bi4awjkujzj/giDUJI3ait7BHuw9k8BdXQLYfTqe4Z38Le/veukuHKyVnIlPJ7ugiMik7God7/dTV5DLpDw3MhyJRMITQ9ox84s/q/ktqmbppJKdzs+OCOd/u89UqyNCEOqb6IioBufOw8k8tcfcEXFmH75jngfMD88TdnxK8v71qFz9sHL0gmujQm6FQVtg+VmbnoguJ41DT7Y1bzAZMRTmYtQVlrtgdG2sEVHXHEJvo8s7hyhIiubMe5PwuuMxS77661IPbsa5850ihYtQa9y6DSftxG7cu40kPWIfre59ATDHe9z2T0jYux61mx9KJy/LKLBbYdAW5wIvTE9Al5PGvsfbAOb1TwyFuRiKCi2LOpelNtaIuE6qUOLScTAtc9KI2/FZtToi/svKzgVtehIAzu1up/d7h8lPiub40on43Tm9VLwL9Se/yMCTP1xk6ahWOFYw2jkltwiNUo5KIa2j2gnVZdTrkEil5f4tNZlMmPTaUm2PoqwU5NaactskDcWIMA92n0tmZAdP9l5I5YU7ggFzGopP9sWw7lAcfs7WeDmoLVOSb0V+UfHfgMTMQtLyigh5yZymymiCXK2eQp2h3EWha2ONCKF5ay7xLZiJ8928ifaa0NSM7OzProh47uoSwN4zCcwdZc6RL5VK+Hjnadbtv4ifqwYvRxuMpiq03bTF6Y0TMvJIyy0k6Jl1ABhNJnILdRTq9KgUN3+EWhtrRPyXq0ZFYkbp9qHQdDXF67noiKgGx/AhXN6yjLwrZ1E6eWPlYL4xzDp3gOQ/1xG+eC9Wdi5knNxFdOzJincokWAyFeeUy7uhjNLJE1u/MFpPX23eYDJhKMhGIiv/F7E21oioD1KFioKr0UgkEjwHlU7LlPrvz7R64K16qJnQXLh2HELMj0vJjTuLytkb5bV4zzh7gPg/1tPzbXO8p57YxflLlYx3Y3G8Z186ZflZ5eSFxj+Mdk98dG2LCX1+NlJ5+fFeG2tEXN7+P6w0Tnj0uhswp2arToefoaiAw68Mp+srvyCzMufLzLp4BJVL8boQMisV+UnmePcZKtKtNSTWVjLS8vX8fiGD+8Pdyv3s+K/O8uIgXwa1diyxfc6WKLzsrJjd36c2qypUQex3i0j+cz0SqQyT0YBRp0WmtMFk0GHUFyFT2gAmjLoienwcXaLs2XfH43v3izh2GFRie9SaOVg5euEzanYdfpPyDQl1553tFzmbmI23gxp3O/PDtgORaaw7FMe+527HRaNk19lkTl7JqniHEkrc9N5YxtNBRZi3PR8/0BEAkwmyC3UoZOXfINTGGhFC89Zc4lswE+e7eRPtNaGpGdrBlyU/HePMlXS8nWxwd7AGzGs9rN1/kf2vjsHVTs3OU3GcXJdW4f4kSDDeMNjk5OXitRK8HG3o4OvMJ4/2A8AEZBcUVdh2q401Iu58ayv/e7Qf3k7mHP6Ho1PwcS6dz19oupri9Vx0RFSDwtYRa89A4n9dWWIBMEOhuRfUkJ9F9tUYLm14FVMlemWtHDzQZSVTmHoFhcaZy1uK139wDBvIpY2LyI05hl3rnqT8/T0J2z+my9J/y91nbawRUR7zyO0cZGq7Ki+UcrP9xm15F5/RzyFTlryQF6bEok2LRxPY5SalBaH6rsf7pZ9X4NZ1hGW7/lq86/OyyE+K5uK6V8xPmiqgdPSgKCuZgtQrWGmciPmxON6dOwzk4vrXyI4+hkNIT5L2f8flbR/Te/kRyouq2lgjQu3my9n/PYuVgztKR3dif/0Q9x6jAXNc6gtykFtXPt5lVmqs7Fw4/+VcWgycSuaFg1z9ZxMdX9hg+YzJaCRm0zJa3v0cMqV1jX+nuhSXUUiP5ceIf7VnfVelylb9Gc9X/161vM7VGli25wrL9lwBoI27NWsmhJQqp5RLUMrNDfbMAj13fnySPU+Eo5JLG/wojaoqTI3j2As9ylzstDEIGP8aAeNfAyDzzD6ubHmXdnM3k/bvVpJ2ryH0+e8xGQ1ldkZKFEqkCvNDcn1eJidfu5PwxXuQKlRIy5nJVR8cra0IdLNhxe4oRoQVXzdzr42GyyrUEZ2ax8s/nanM5RxPexXJ2Vri0vNxtlWydPsFy3uD2rjx2s9nOXY5k56tnPnu3yt8tC+GowsGQDlX9NpYI6KqjEYTOVo9dip5jbbtGhsR340jvmuKON/N63yL9lrzaq8JjY+jjZJAD3s+2HaKkZ39LdtzC3WAuaMgOjmbhRsPV+rZm4ejNVez8olLy8XZVsWSn45Z3hvcvgWvfHeYY5dS6dnag41/R7L699OcePv+cvdZG2tEhHg5MOebA8wZ0ZGLSZms/j2Ct8b3AK61zwqLsFNbNev22X+J63nDv56Ljohqcuo8jOivXsDvnnmWbQ7t+uPQrj8nXrsDlYsvbrdN4PIPb1KUlYKVvetN96V2D8Bz4DQi3hqFQuOCz12zyT53AAC5tT0hT35BzNoFRH4+G2vvYEKe/AKJrGGdQm16PEdf6EG3FWeQW9fcYikpB75DIpXi1rv0xT/r3AFsfEPF9GGh1rl1Hc65L54n8P7ieHdu3x/nsH4cWjgUlasvXv0mErXxDbRZKSjLiXdr9wB8hkzjyKJRWNk5EzB6Nhln/wJAYWNPh1lrOP/VfM58OgvbFsGEPbMGaT3Eu2vHIRSMmMnpj2ZiMujwun0CfsNmAFCYFs+BZ7tz2+qzKGwqH+9tH36XM5/O4sjro1G5tKDdjNU4hhQ3FBL/+g6JVIZn37E1/n2EW5evMzCqnTPzBvuVem/PxQze31fyIY3OYEQqkSCRSDidmIdGKaNIb0StMDeApFKQXmssF+mNyKQSZFLReG4ITEYDEW+OovX0j2/6mZj1C7HxDsG93wPADek/JBLyLp9GptZg1BchtVKb/y5LpUgk0mufLUIilTWINIrDwzx5/vtTzBtW3IjvH+JKv2BXhry3H18nayZ19+X1X8+RkqPFVXPzmQgBLjY83NefUav+xtnWimcHB/FXlHk0nr1awZdTuzBv02me2XCSYA9bvpzaBXkFo+oakvjMArq9sYdzi4ZgrxYLUDdWzSm+BXG+myPRXhOauhGd/JnzzQEWjOls2TYgtAX9Q70ZuPgn/JxtmdS3NYt//Jfk7ALc7G4+E6Glmx2PDGzLiLd/wUWjYs7IcPafN6cKtrdW8vXMgcxd9w9Pr9lPsJcDXz8xsF7abq/c25Wn1uzn7mW/4WKn5uV7ujKuVxAAV9Jz6TLvey4un4C9tZgx25Q09et5w3qK3Qh53D4Jj9snldgmlSto/ejKEtu8h04v8Vrl4kOvMkbY+I9diP/YhZbXN35GExBO2IKtNVHtWxL/6yoSf/8fAN1XnrVstw/pReclB0t8VuXig1ufccjUdlU6llufsbj1Kf3w8WbbAdz7jse97/hS24+/PAhtWjwmQxFed8yoUn0E4Ube/Sfh3b90vLd7fFWJbX53lox3tasPA79KKLW/oPEvEzT+ZcvrGz9j1zKcrq/8UhPVviWxv6wiboc53m//6BwAvnc+hu+dj5X6rNrVB8/bxiG3vrV4V7m0oNPc7276vlffsXiV0QlxfNlksi4ewmTQl5iVIpSv3duHy8xz/92UUNp5Vjxyx9xoufnIIvl/GjE7L2Sw5ZT5IWxsRiGHLmfTO8Ce2Awt7d4+TEGRAYlEwsr98RTpjWx4sC0dW4h1QGrK4afbYTKUXqcm9PnvsPFtV25ZiVSGws6V5D/Xo2ndrdT7RVnJpPy1EY8FxdemjJM7STu0BTDPUMy+eAj7Nr3RpsZy+Ol2GLQFSCQS4n9biVFXRNs5G9C07FjNb1l9D/Tw5YEeJfP1KmRSPpxYsm7T+7Us8drHyZrEpcP5r5dHtuXlkW0tr2/8TLivA78+3bsmqn1LVu6J4tM/YwA4v7h4naBegc4cnj+gzDJlvefjZM34bi2wU1XttmFsVx/Gdi05FfyBzw5zKCYdvdFUYlaKUD4R382LON/Ni2ivCUL5Jt8WzOTbgktsU8ilfPTw7SW2zRhS8vro66Ih+ZOppfb36n3dePW+4uvjjZ/p6O/Ktnkja6Lat2TFtlN8susMAJHvT8TeWsmXMwaW+VlfFw0Tegdhp7aq0rHG9QqydGpcN3HF7xyMTEZvNDLyhgXBhVsjruflEx0RQrmcu4zALqRXpT9v1Otw7XVvg5ga1ubpryyLBt/qg1JBaI7cuo7A8Rbj3bPPfXUW722mLcWo0wIgUzWMlE0RiXnM3RrNueR82rrbsOSulgS7VVy3w5ezmf9LDFFphYS4qXlvdCCtr5XbF5XJwt8uEZepJdTDmvfHBBLgbB7Rs/lUKm/tvExqno5uvhpW3hOEk035I5S3PRZW5hRld03lG61fHb7KlojS+VYLdUaCXEuONrqUVoi/k4orWVoGBzvy6rZYCnVGlt7VkjFhriz8LQYvOyXTe3tV+vgNRV5sBNHfzCU//hw2Pm1pOXkJ1t7BFZbLvniYmLXzKbwahdo7hMCH3sPaqzVgTplxad1CtGlxWPuEEjjtfdTuAQCkHtzM5R/fQpediiaoG0GPrEShcSr3WGEvbcNURsP1+jpWFXHpPprc6KNlvld4NQaXHmMsdQcoTL6Eys0fbdoVHMMHE7vhVYy6Qlo+uBTXHmOIWb8QpaMXXndML3OfQu0YEeZJr1ZVXx/oRjqDkXs7t6jRa/2y+9qj1ZvzKFsrG8btiIjv5hXf4nw3r/Mt2mvNq70mCI3RiE7+9GrtUenP6/RG7u8RWKPts3cn90arMz9Ds1E2zFmw4nre+K/njWdeuFAvZCobVC4+ln8VkcoV2Ac3jFxsSicvS71rMk2UIDRVcpUNalcfy7+KSOWKEimVapvSwc1SNytNzTxgq47sQj0Tvz7LwNaO7HsynA7eNsz84WKF5YxGE49uuMCdbZz5++mOdPezY9GOWMv7T/0YydhwV/Y9GU5rV2ve2R0HmHNDPrMpkrmDfNnzRAdkUgkfHyg90+a/Wjgo8XFUlfpnJa98E2ByV3cOzupU6t/yMa1KLNILEJGUZ2kcqeRS1j3QhiNXckstmtXY6POzObt8Io5hAwl/fR82/h24+OnMCsuZjEYurH4U58530vGtv7EL6k7sxkWW9yM/fQrXPmMJf30f1l6tidv8DgCGglwiP3sG37vn0mHRHiRSGQk7bp5i4zqlS4sSf7ev/5PKy2/4mowGjHodzl3vwn/cq2V+xq51d1pNXnLts0UA5F2OQO1pHk0lVahoM2sduVFHSi1yKtQtG6UcHydry7/qUMikNdapcZ2bncpSN2ebqo3kq0kivptXfIvz3bzOt2ivNa/2miA0VrYqBb4uGsu/iijkUnoFV77jojLc7a0tx3fWNLzU5+J63jSu5w1jCJLQpFjyi5aTM9RkMmHSa0ut61CUlYLcWiPWexCEBqqy8W3UaZH9Z0FDbVYKcrWm1PbGateFDOzVMp65vQUAs/v5sDcqs1Jlt08Pw14t5+zVfLILDUSlFljeU8ml6IwmHNVyloxsif7atE6ZFGRSCUUGE24aK9ZMCCnVCKkt10dk6AxG0vL0eNgVPwRp617yIWcXHw1dfTV8ccicZ9XJWs7n44ORyyQlRoaYTCYKdUbUVo0jv3TGyV3IrO1pMfIZAHzumk3m6b2VKhv28nbk1vbkXzmLoSCbgqQoy3tSKxUmgw65jSMtJy/BZDQvmIxMhkQmw2QowsrejZCn1mAyGmv6a1mkH9tO9NcvIpVblYjvo893L/WzyahH07oHrR9dhaZVFzSBXUna/QUAclsngp/8HIlMXup8G4sKkSlvnq9XEOqLiO/mFd/ifDev8y3aa2bNpb0mCELTJa7nZo39ei46IoQaF/vdIq7+uR6JVGYeZaPTIlPaYDLoMOqLkCltABNGXRE9P44uUfbMu+PxvftFnP4z8iZyzRyUjl74jJpdh99EEIT/ivx2EQl714FUBtfjW2WDUa/DpC9CprK51tFYRP/PYkqUPb5kPK3uexGX8JLxffazZ1E6edFyzLN1+VWqLSGrCF+H4k4VB7WcUe1cKiwnlUr49O9E1h9Lxs9RiZedEsMN7ZkV9wSybM8VVv+VQFt3a165w5/2XraoFTJW3xvEh38l8NKvMXT11bB4WAB+TuV37FQ3RyWYR2TMG+xHQZGB7suPsvHBtvg5qSjSG3n3jyto9UaU10Z4TO1eMt+72kqGt72Sdm//i0oupVBnzlG54s94CnUGzsztZinbkBWlJ6ByKV5TQG7jgEu3URWWk0ilJO74lOT961G6+qF09AJjcc7vwIdXcOWnZST8thprn7b4j3sFW7/2yKzUBD22moTfPiRm3UtoArsSMHExKtfSi5bdqKo5xZ07D8MpfAgSmRyjrhB9fjZW9m7Efv8Gjh0GYRdkzqGry05FYVf8e+45sGTOXZlSjdLJm3+fbodUocJQVGjOKf7rCgxFhXRbcQapQiyo1xDla/U8sf44794fhqN1+SOuU3K0aFRyVIqm8WBKxHfzim9xvpvX+RbttebVXhOEpi5Pq2PGZ/tY/mAfHG3KvwYnZxdgp1agUjSNR7/iet40rudN47exiSlMjePoCz3KXMy6MQgY/xoB418DzLlS47a8S/u5m0n9dytJu9fQ7vnvMRkNZY6oliqUlgatPi+TE6/dScfFe5AqVEibyChqoXkrSInjwLPdy1y8ujFoPek1Wk8yx3d6xD6iNy2jy0tbuHpoK1d2fkHneT+UE99WlvjW5WVyaOEd9HjzD6QKVaOcJeFlb0VcptbyOk9rYOT/TvHt5La4lZP/8UBMFuuOJrN3Zjgutgp2Xcjg5C/mTpuCIgN6o4lvH2yL3mBi6Z44Zm2OYueMDmTk63CxVbB5WjsKdUZe+Dmal7ddYs2EkHLrWRM5Kq9TW8l4sKsHc36KYuldrZjzUxQZ+Xru7eBKoOvNR0b6O6mIWmAefdnQclRWlpWTF9q0OMtrQ2Eep14fSds532Jl73bTclnnDpD85zrCF+9FYedCxsldxMSeNO9DW4DJqKfts99iMuiJ27KUqM9n0eHVnehyM1DYudBu7maMukKiv3qBS+tfJuSpNeXWszo5xRN2fEJBUhQu3UYRs3Y+Hd/4E5V7gLlOi/YglVtx4aPpOHUciufgR266H5WbP91Xm0cJN+ac4s2NtVJOWm4Rv59O5v6uLcr97LhPDjL3zmAGtS35e/XsxpN4Oah4dkjrm5RsmER8N6/4Fue7eZ1v0V5rXu01QWjqbJQK0nIK2X7icqnFpv/r/uXbmT+6M4PDSqZdnvXVfrwcbXhuZMfarGqNE9fzpnE9F13aQo0zGQ2cfH0E2rSbd6TErF9I0h9fW14b9TrzwtISCXmXT5MTc5z8hAtIrdRIFSokUilIpNc+W2RZhFoQhLplMho4/OoIClOv3PQzF755iSu7y4pvKTmxEWRHHyfvynlkVmpkVipzp0UjjO+BrR3JLNCzYl88CVla3t93BYMRXG3LX7wqt8j8/bIK9Ry+nM2r2y9ZGip6o4mJX5/lx5MppObpMF3bBpCWp+e+L06z52IGmQXmdA9ljbT4r5rIUXn9WKcScpnRx4ucQgO9PzhGL387tj0WVm4jqKlwDBuIPi+T+F9WoE1P4MrW98FkQGHnWm45Q2EuAPr8LLIvHubShlct59tk1HP23Ymk/PMjuuxUMJkwGcznVp+Txukl95Fxag/63Mxrn684NqqaUxwgM2IPmpadkMjkSGTm32O33vfjPfwpQIK+IAf/CYu4vGkJeXGnK9xfUxeXno/nnF/quxrVsnJ3FF1f3235F5mcyzs7LlheP/j54TLLWcmlKK/NhsjM19H9jd0U6gyoFNJGOUtCxHfzim9xvpvX+RbttebVXhOE/7qcmoPbo1/UdzWq5YNtJ+k89zvLv4tJWbzz83HL6wdW7iyznFIuK26v5WnpMu87CnV6VAp5o5wlIa7nTeN63vh+84Q6cegmU4HbVTAVGEAilaGwc+Xqn+uxa92t1PtFWckk/7WRsAXFN+8ZJ3eSemgLAIUpseRcPIR9m95oU2M59HQ7jNoCkEiI/20lRl0RoXM2oGnZuHpvBaGh2DcjtMwb4E5zv0fjV3F8W9m5kLBvPQ6tu5d6X5uZTOKfG+nyyq+WbanHd3L1n80AFCRfJvPCIZza9qYgJZZ9M0IxXIvv2K0rMeqL6PjCRuxbNfz4tlPJWftAG+ZujWbFn1cI87Lls3HBSCSScsv1D3Sgf6ADd3x8El8HJRM6ufPmzsuk5BbhamvFB3cH8c7uOJ7bEoW/k4q3RrQEINBVzUtD/Zm7NYaU3CLaeNiwbFSrWv+eRQYTpxLzGPrRSRzUcr6fGsq6yW145NvzbD6Vhqedkn6BDiXyVoK54aQ3mjCZTBQZTFjJJKX+3xiMJgxG0y03yuqD3NqONs+sJfqbuVz5ZQW2/mEEP/FZhefboV1/HNr15+Rrd6B08cX9tglc/uFNirJSsLJ3JeiRD4jb/A5Ra55D5eZPywfeAkDtGYj//S8R881cirJSsPFpQ6spy2rt+2nTE8iJPELr6R+Rn3ABfW4ahqICZFZq3PqMxajTEvH6CPwnLMK932Syzx3AxifUUt5kMGAy6i2p2SRyq1L/b0xGAyajoVIP0YS6kV+kZ3S4F/OHlx7ZtftcMst3RpbYpjMYkUokSCUSIuKz0CjlaA1G1AoZKoUMqVSC9NppL9IbkUklyKTlx0hDIOK7ecW3ON/N63yL9lrzaq8JQlOUr9UzumsAL93dpdR7uyOu8O4vJ0ps0+mNSKUglUg4FZeGRq1AqzNibWXugJBJJUivhXOR3nCtvdbw41tcz5vG9Vx0RNSD3NgIor+ZS378OWx82tJq8hKsvYMrLJd98TAxa+dTcDUKa+8QAh96D2sv89T3zDP7iFm3EG1aHDY+oQROex+1ewAAKQc3c/nHt9Blp2IX1I2gR1ai0DiVe6ywl7ZBFacCA7h2H01O9NEy3yu8GoNrjzGWugMUJl9C5eaPNu0KTuGDubThVYy6Qlo9uBTXHmOIWb8QK0cvvBvZVGCh+cm5dIpzX84j78pZbH3bEjL1HWxbVBzfmRcOcf6r+eQnRWHbIoQ2jyzH1tscI+kR+zj/zUsUpsah8Q2l7WMfYH0tvpP+3kTUd29RlJ2KQ+tuhD6+EiuNc7nH6vradihjqqDSsXLx7dFzDFlRZcd3/tUY3Hvdbak7QMHVGKzdAyhMi8el42AurnsFY1EhbR5aikevu7nwzUKUTp74DXu8UsdvSNp52vDzI+1v+r6Po4r4V3uW2KaQSVl5b8lptDdOkxwR6syI0LLP4ZRuHkzp5lGNGt+6PRczSMwuYuFQf+4LN48WdbJW8N2UUL45cpX3913h2S1RBLqo2TWjA3KZubGjM5jQ6k1EphYw5vPTKGUSuKEh9Ok/iRiMJrr5avhkbMUx0hDY+LWj/fyfb/q+ysWHnv9JqyiVKwh6dGWJbV5Di/+WOXcZgXOXEWXuz2PAFDwGTKl6hW+B3MaRkCe/QKFxxto7GKlCxeGZbZBamUfbGPVFqFxaoGnVBfs2fUs/lDLoMOm0FCRGcvrtMUjkyhtPN4k7P8VkMKAJ6kbwjE/q5Ds1B20X7ihzZNYPj/egnbd9heWlEglltfeuk/+nE+H3M8lsOW5OLRibls/BmAz6BDoTm55P24U7KCi6loN2dxRFBiPfPdaDjr4Ot/Sd6ouI7+YV3+J8N6/zLdprzau9JggNTcisdZZR9jfaNOcO2vuUf+8O19trNyeXlXyovONUHJsPm9djjU3J5eDFk/QN8SQ2JYeQWevIL9IjlUhY8dsptHoDP8y+g04B5c8KbCjE9bzxX89FR0Qd0+dnc3b5RDwGTCV4xickbFvNhU9nEv7K7+WWMxmNnF/9KB79J+N+20QStn3EpY2LaPuMOf3JxU+fwmvoY7h0u4u4n94jbvM7tH7sQwwFuUR+9gxB097HtlUnor+ZR8KOj/G7Z265x1O5lJ8b+Ob1NGAyGnHuehcu3UaReWZfqc/Yte6OXevuJUbS5F2OwLH9ALLO7keqUNF21jqOLxxA68c/rlI9BKE+6POzObZ0Ij6DH6L9k59w+dfVnP7oCbovLnuq5HUmo5FTKx6lxcAH8eo3kcu/rSZy/WuEz/kGgNMfP4nvHY/h3mMUMZvfJfqHJbSbsRp9QS5nPnmGto+9j32rzpz/ah6Xf/uYwPvnlXs8dTXj2637Xbj3GEV6ROn4dgzujmNwyfjOiY3AucNA0s/sR2alouNz6/hn3gDaP9k4bl6bu2f7+9DVR4OTTckpr1KphMldPZjU2Z1TiXkU6o2WRhDAzhkdLD9HvNC1zupbWVKptNGkAasLMqUah3a3A6CwdaLTkoO3VL7Dq8XXua7vR9RYvUxGA9J6GqF1Kj6LuT9GcDYxh1AvO965tz3BHpoKyx2KSWf+ptNEpuQS4qFh+dgOlnL7LqSyYPNp4jLyaedlxwfjwwlwMS9at+lYPG/+ep7U3CK6BTiyamJHnG3KH228/Zk+ZW53t6v8ujtf/h3L5uOl1y0q1BkIcrMtse1Sah7+LtZcyShgcFt3Xvn5DIU6A8vuC+PuTt68tOU0XvYqHu9X+6PFyiPiu6QGG98GfZXi+3oZk9FYY3VpShrq+b7R9fisr+t7U9RU22uCUJFTl9N4ft3fnI3PILSFE8se6EWIl2OF5Q5GXmXu+n+ISsoixNuRD6b0JdjLAYC9ZxKYv+Ef4lJzCfVxYuVDt9HSzQ6AHw9F88amI6TmFNIt0I3V027HWVN+u+v3BXeVuWaAh4N1pb/nmj/OsflwTKntBUV6Wns6lNgWk5xNgKsdV9LyGBrmw8LvDlGo0/Pu5N7c070VCzYcxNPRmieG3PyBvlB/mvr1XHRE1LGMk7uQW9vjM/IZAHzumo3m9N5Kle3w8nbk1vbkXTmLviCbgqQoy3tSKxUmgw65jSOtJi/BZDTnL0MmQyKTYTQUYWXvRpun1tRqoz392Haivn4RqdyqxGK1R57vXupnk1GPXesetH50FZpWXdAEdiVxtzl3n9zWiZAnP0cik5e4YJtMJoxFhciUjTcfmtB0pR7ficLGnoBRzwAQMGY29qc6V6pst0U7UNjYkxt3Fn1+Nvk3xrdChcmgR2HrSMjUdyzxLbkW3ya9DqWDGx1m1W58pxzZzrk1LyBVlIzvv2Z3K/WzyWDAIbg77WZ8iH1QFxxad+XKTnN8KzROhD3zxU3iuwCZsvINspokl8spMlSc87G5GRpS/gw6qVRCB2/bcj9Tk4oMJuTy6jdfXFxcKMxIwqjTWhZRFxoWo05LYUYSrq51P0Iru0DHhE8P8VAffz6d3JkP/4jiiXXH2Tm7b7nljEYTj3x1lAd7+TGpuw+r90bz2tazrH3YfG2cuf44028LYFRHL97dcZEl2y6welJHcgv1PP3tCT4YF05nPwfm/hjBR3ujmT+s/MXwfJyqf718sKffTVMzfbArqsS2iIRsBoS4sv9iGmqFjPWPdKf/0n18OrlTtetRk9zc3ChMT8KoK0SqqHynjFB3jLpCCjOu4u5eudmYN1Kr1aitbdCmxNZCzYS6oE2JxdrGFrX61u/p5HI5Or3ohPqvhtZe0+mNNdJeE4TyZOcXMfb9HTw8oA2fP9afVTsiePx/+9izcFS55YxGE9M+2sPUfiFM6tuaD3dE8Mr3h1j/1BAAZny+j8cHhzKmawBLtx7n7S1H+fiRfuQW6njyiz9ZObUvnVu68uK6f1j9ewQLykiZdCMf5+rH3pR+ITdNzbT8t5MltkXEpTOwXQv+PJeIykrGhqeHcNurm/nssf7VrsetkkokGMQl+5Y0tOt5eQxG0y0PKhB/GeqYNj0BpYuv5bXcxgGXbuVfJAEkUikJOz4lef96VK5+WDl6wQ0jvYIeXkHcT8uI/201Nj5t8R/3CrZ+7ZFZqWn92Grif/uQmHUvoQnsSsuJi1G5+pV7vKquEeHceRhO4UOQyOQYdYXo87Oxsncj9vs3cOwwCLsg8414UXYqVnYulnKeA6eW2I9MqUbp5M3hp9shVagwFhWa14j4dQXGokK6rTgjHhwJDU5hegJq1+L4Vtg44N6jcvEdt/0TEvauR+3mh9LJq8RIztDpK4jZtIzYXz/E1qctQRNfwc4/DJmVmnYzVhP7y4ec/3oBDq27EfzAYtRu5cd3VdeIcOs6DJdOQ5DK5BiKzPGtdHAjcsPruIQPwiHY3Mn43/j2GfxQif3IlNaonL3ZNyMUqUKNsci8RsSln1diLCrg9o/O1kt8+/r6kpCRT1aBHnu1+PPYEGUW6EnIyMfPr/zf8coYNmwYL7zwAulHt+HSveI4Fepe+tFt6AvzGTZsWJ0fe+fZZOzVCmYNMk/jfnZwa/b6pVSq7O+z+mBvreBsQg7ZBXqiUvIs76nkUnRGE45qBe/c294yTV8mM6+lUGQw4man5MuHumIsY+Rcbbg+I0JnMJKWW4SHffGD+1AvuxKf7eLnSDd/J774y/wA2MnGijVTOyOXSUt1LBfojFhb1c/C1cOHD+e5554j7fBWXHvdWy91EMqXdvhn9Np8hg8ffstlJRIJI4YP57e/NuN1x3TR2dTIGHWFZBzawojhwyvM610WX19fMvK0JGRp8bIX94MNUUKWlow8bY201wShPL+fisPBWsns4eEAzBkRTpeW8eUXumbXS3fhYK3kTHw62QVFRCZlW95TK2ToDUYcbJQsm9Qb/bXBfjKpBPm19pq7vTVfzxxIXU3Ouz4jokhvIC2nEE9HG8t7oS1KzgDp2tKVboFufL7nLABOtiq+mjGw7PZakQFrZe3d+zprVFzNKUKrN6IU68w0KYU6I0nZ2lseNCaetNQxpZMX2rQ4y2tDYR4nXx9J6JxvsbJ3u2m5rHMHSP5zHeGL92Jl50LGyV1Ex5p7PQ3aAkxGPaHPfovJoOfylqVEfj6L8Fd3osvNQGHnQvu5mzHqCon66gVi1r9Mm6fWlFvP6qwRkbDjEwqSonDpNorotfPp9MafqNwDzHVatAep3IoLH03HqeNQvAY/ctP9qNz86bHaPBJPrBEhNAYqJy8KUorjW1+Yx7+vjqDjCxtQOtw8vjPOHiD+j/X0fNsc36kndnH+0vX4zsdkNNDxhQ0YDXpiflzK2U9n0f31XehyM7Cyd6XLS1swFBVy7osXuLB2IR1mfVluPauzRkTcto/JS4zCvccoLnw1n55L9mPtEcCZ/82mx5vm+D618jFcO92B7x03j29rd3/6/8+ct7KhrBExatQonnjiCT4/mMSsflVLXyXUri8OJqI3mhg1qvodB6Ghodxx5zB2fvks2owEnMIHI7d1RiLSRNQrk9GIPjeN9OO/k/DTMu64cxihoaEVF6xhCZmF+N4w28DBWsGocK9ySphJpRI+2RfDukNx+Dlb4+WgLrGGw8oJ4SzbcZEP90TR1suOV+9qS1gLe9QKGR9N6sSqPVEs2Hyabv6OvD6mHX7O5c94qO4aEVA8IyK/yEC313fz/fQe+DlbU6Q3suz3C2j1BpRyc4fCQ338S5S1tpLh7aCm7cIdqBWyEmtEFBQZOLd4iKVsXWrTpg13jRrNL189T2Fq3LX4dkIiEfFdn0wmI/rcdNKP/07irysYNXoMISHlz/q5mVmznuGnnwdy7t0JuA9+BBvfdkhliooLCvXGaNCRdzmCq79/ii79CrNmfVWl/QwbNgyFQs6nfyfy8h3+NVtJoUZ88nciVgpFvQwkEJqX+Iw8fF2KR4Y72CgZ3bVlheWkUgkf7zzNuv0X8XPV4OVoU2IAyKppt/HOz8dZuT2C0BaOLLq/G2F+Lqit5Hz8SD9Wbj/FvPX/0D3QnTfG98DftfzUndVdIwKKZ0Tka/V0mfcdP8y+A39XDUV6A0t/Po5WZ0CpMLe5pg1oW6KstVKOt5MNIbPWobKSU3BtjYgPfjtFQZGei8snWsrWtEHtW/DaD//y65k0xoQ1jnUohMr59Wwa+VrdLQ8qER0RdcwxbCCXNrzClV9W4NrzHpJ2rwGTAYVd+QFpKMw1/zc/i+yrMVza8KqlJ9Nk1HPm3YkETl2KfXAvMJkwGcypW3Q5aZxech/BT/wPmxZtrn2+4py5VV0jAiAjYg+u3UYjkcmRXLshcOt9P0ikgAR9QQ4BExZx6o27sA/phY1P3T9gEITa4BI+iAvrXuHSzyvw6H0PV37/ApPRgJV9+fGtvxbf+rws8pOiubjuFUtHgclo4Pg7E2gzbRmObXphwoTxWnwXZady9I17CXv6M2x9rsV3GTOZ/quqa0QApJ38A/ceo5HKFJb49uw7tkR8Bz+wmH9fG4lj215ofBtPfHt7ezN37lzefPNNzlzNZ3CwA07WCqS3PlhPqEFGE6Tn6/j9fCa/nklj7ty5eHlV/EC4IhKJhB9/+J6HH3mU779/h8vfLa6B2go1xUqp5P577+N/n9bPWjJeDiriMvItr/O0eoZ/8BcbH+uOWznrLxyITGPdoTj2PXc7Lholu84mc/JKFgD5RQb0RhMbHuuO3mDknR0XeGbDCXY/exsZ+UW42lrx08xeFOoMPP/9KRZuOc2XD5Wf37Um1oi4ztpKxpRefjy78STL7g/j2Y0nycgv4t7OLUqtFXEjfxcbYt68E6DBrBEBsHHDt8ycOZO161ZzZcvS+q6OcANrG1semjKZFStWVHkfPXv25NdftvLUM7M4verhGqydUNtC24fxwS9b6dGjR5XKOzg4sGjRYl588UWi0rQMa+OIi61or9U3owlSc3X8ejaDXRfSeeutt7C3r1yHuCBUlbejDXFpuZbXuYU6hr21le9mDcXd/uaDOf46n8ja/RfZ/+oYXO3U7DwVx8l1aQDka/UYDCa+nzUUvcHIkp+O8eSa/ex9eTQZeVpc7dRsfWE4hTo9c745wEsbDvL1zEHl1rMm1oi4zlopZ8rtIcz+aj/vTu7D7K/2k56n5b4erQj6z1oRNwpwsyN21WSAOl0jIsTLkSFhLZizJZormUUMCXHEWdxjN1pGE6Tl69hxLoPl++IZOWI4bdu2rbjgDURHRB2TW9vR5pm1RH8zlyu/rMDWP4zgJz6rcFqqQ7v+OLTrz4nX7kDl4ovbbRO4/MObFGWlYGXvStAjHxC3+R2i1jyHys2flg+8BYC1ZyB+979E9Ddz0WWlYO3ThsApy2rt+2nTE8iJPELw9I/IT7iAPjcNQ1EBMis17n3GYtRpOfX6CAImLMKj32Syzh0o0RFhMhgwGfWYTCZM+iIkcqtS/29uXARXEBoSubUdHees5dyX87j08wdo/MMIe7ri+HZu3x/nsH4cWjgUlasvXv0mErXxDbRZKSjtXWn72Aqif1jC2c/moHb3J2TK2wDYeAURNH4h59a8SFFWCra+mQ7ZKAAAk8lJREFUbWkzrfbiuzA9gazIf2n3xEfkJVygKKc4vr1uG4dRp+XwK8MJfmAx3gMmk3HmQImOCJNBb/7XgOP79ddfp0WLFnz+v0+Ztel4vdRBKFvnjuGsWvUajz9eczNn1Go1a7/5mtUfruLgwYNkZWXV2L6FqrO3t6d79+7Y2dlV/OFaMqiNGy//dIYPdkVyb2dvvvgrFoPJhKum/DQguVpzR3FWoY7o1Dxe/umMZQKawWhkwqeHWHZ/GL1bOWMygf7aujSpuUXcs/ofPpvSmbae5u9d1si5/6qJNSLMdTNxOiGbJwa0YseZq/R8aw9zBrfmqYGtkMsa5ywCpVLJp59+ygcffMDRo0dFfDcQ9vb2dOrUqUprA/zXgAEDiDh5gsjISGJiYtDpdDVQQ6G2KBQKAgICCAwMrPa+XnjhBdzd3fl49Yc8u+VwDdROqCk9unXliy+WMWXKlPquitAMDG7vw0sbD/H+bye5r0crPttzFoPRhJtd+X9jcgvNfy+yC4qITs5m4cbDlo4Cg9HI2Pd38N6DvekT7Inp2jaA1OwCxiz7jTWPD6BtC3Mef30lcjPVxBoR1+t2Oi6dJ+9oz46TcXRf8D3PjezIM3eGNej22v8e68/z3/zN+/tieGvX5fqujlAD1Col4yZMZPVHH99yWdERUQ9s/doRNv/nm76vcvGh12cl89pJ5QpaP7qyxDbvocVpily6jMCly4gy9+c5YAqeA6ZUvcK3QG7jSJsnv0ChccbaOxipQsWhmW2QWpn/EJj0RShdWqBp1QX7Nn1LP4Q06DDqtBQkRhLx9hikciXc8JHEnZ9iMhiwC+pG8Iz6GSUpCOXR+Len68s3j2+1qw8Dv0oosU0qV9Du8VUltvndWRzf7t1G4N6t7PhuMWgKLQZNqXqFb4HCxoGwZ77Ays4ZiSQYmZWKvY+FWBaPN+qKULm0wD6oC46hZcW3HqNOS35CJEdeH31tHYjiz8Rt/x8mox6H1t1p/2T9xLdEImHGjBnMmDGD3Nxc8eCqgbC3t8fWtvYW5LKzs2Pw4MG1tn+h8bFTK1j3SDfm/hjBB7sjCfO25/MpXSrsWO4f4kq/YFeGvLcfXydrJnX35fVfz5GSo8VVo2Tl+HDe3n6eORtP4u9iw9v3mNflCXKz5eWRbXjxhwhScrS09bLj3fvDav17FhmMnIzPYsh7f+JgreCHx3vy7aPdmfblETYdj8fTQUX/YNcS60aAuZNEbzRhMpkoMhixkklL/b8xGE0YjCas6jkfsFqtpnfv3vVaB6F2BQYG1sjDbaFxmTJlClOmTCEvL4+srKwyRxsLdUcikWBvb4+NjU3FHxaEGmJnbcWGp4fw/Lq/Wf7rCTr4ubDm8QEVttcGhLagf6g3Axf/hJ+zLZP6tmbxj/+SnF2Am52aD6fdxltbjjL7q78IcNXwzsReAAR5OvDKfV15fu3fJGcXENrCifcerP02hs5g5GRsGgMX/4SjtZJNc+5k4zNDmLp6N5sORePlYM2Adi1KzbDQG43oDdfaa3ojVvKy2mvGa+212kulqVLI+WBqX94Y34Pjl1LJLigq9ZlHPv2DB6c8VKW1o4S6ZW9vT9euXat8fy4xNeO/2P4tA9GH3IHfvfPquypCIxD7/RvIz23jUnRkfVdFuEVz5szh02+30PXNffVdFaEBOTz3Nh4ZN4qlS0XKDkFoLFauXMlzs2cR8+bQ+q5KkzD43T9JyCrk5ZFtuL9Lcdo+o9HE1/9c5sM/oricXkCgmw17nr3NMtpu4LJ9vHhnMH7O1oxe9TfKMm5s9UYT3QMc+XRy51r/HgFzt/POu+8xc+bMWj+WIAiCIAjX2mTPzuLyygfquypN3oBFW0jMyOOV+7oxtmdxx7vRaOKrP8+zcvspLqfmEuRhz96XR1vaa/1e28y80Z3xd9Vw15JfsVLI+G8Xjd5ookegO59N71+H36g035lf884y0ZZrDpr1jAhra2vS88VoV6Fy9PlZ2IsRHo2StbU1+vxsTCZThaMjhObBZDKhz88Wo7YEoREy0WzH0NS4Z4cE0TXACWebkunwpFIJD/by44EevpyMz6JQZywx5X/Xs7dZfj7z2pA6q+/NiN8JQRAEQah7zXdYc916bmQ43Vq546wpOUNVKpUw5fYQJvcN5uTlNAp1+hLttT8Wjrb8fO69CXVV3SoRv0vNR8NNIlYH+vbuSc6ZvWIap1Ahk8lEzpm99O3ds76rIlRBt27dyM9IJi/+fH1XRWgg8q6cIz8jmW7dutV3VQRBuAXW1tZodQYKdYb6rkqTcEc7j1KdEDeSSiWE+zjQo6VTHdbq1hTqDGh1BtGxLAiCIAh1SK1Wo9Xp0Yo2Wa27M9yvVCfEjaRSCeH+LvQI8qjDWtUcrc6AVqfH2rpm1j4TGrZm3RExceJE8lPiuLT+ZQza/PqujtBAGbT5XFr/MvkpcUycOLG+qyNUweDBg3FyduHC53PQZibXd3WEeqbNTObCF8/h5Owi1gUQhEame/fuAOy9kFrPNREaiuu/C9d/NwRBEARBqH1dunQBYP+5xHquidDY/XnOvIbm9d8poWlr1mtEAHz44Yc88cQTyJVqbP3aIVGooFTWtIbPZDIvQCOVNqy+JaPRiEQiaaTpcEyYdIXkxkag1xawatUqZsyYUd+VEqroyJEjDBg4iJycbBxadURm6wSShhUvQi0zGTHkppMZdQyNxo7du3bSuXPt5y4XBKFmdewQRkbCJb5+qBNBbrW3iLnQ8F1MzuWBz4/i6OXPsRMn67s6giAIgtBsmEwm2oW2RZ+VzLdPDqSFs2iTCbfuSlou41bsQm7vRsTpM4302aFwK5p9RwRAdHQ033//PRERERQWFtZ3dW5Zfn4+v/76K2FhYbRu3bq+q1PC+fPnOXXqFMOGDWuU06xUKhXt2rXj3nvvpWXLlvVdHaGaUlNT2bRpE3/88QfZ2dn1XZ1Kyc8vYM+e3YS0aUOrBvY7GBUVxblz5+jffwDW1ur6rk6l2NnZ0a9fP8aMGYOLi0t9V0cQhCqIjY2l3219uXQ5jjbeDnhorJA1knsWk8kEEkmDG/JiAmhE6ygZTJCUU8TZ+Ez8fX34Y9+f+Pn51Xe1BEEQBKFZuXDhAv373U7S1at0bumOp70KmbRxtCWE+mUwmkjMKuRI9FU83N3Z88feBvc8U6gdoiOiCXjiiSfYsGEDsbGxDS4/bm5uLn5+fowfP56VK1fWd3UEodER8S0IglBaXl4ev/zyC9u3bycjI6NRrPd14sQJrly5wtChQ5HL5fVdnRL0ej3bt2+nRYsWdOjQob6rUyGJRIKjoyNDhw5l+PDhDe7voyAIgiA0F+np6WzatMncJktPaxRtsvJcuHCB5ORkevbsiUwmq+/qlGAwGPj7779xc3Ondeug+q5OtUgkEhydnBk6dChjxozByanhrkcm1CzREdHIJSYmEhAQwEsvvcT8+fPruzplWrx4MYsXLyYmJgZPT8/6ro4gNBoJCQm0bNmShQsXMm/evPquTplEfAuCIFRMXM8FQRAEQRAatsbwfO31119n0aJFor0mNFoiQXojt2zZMlQqFTNnzqzvqtzUzJkzUSqVLFu2rL6rIgiNyvX4fuKJJ+q7Kjcl4lsQBKFijel6/u6779Z3VQRBEARBEOpcY3i+9sQTT4j7b6FREx0RjVhqaiqrV6/mySefxN7evr6rc1MODg7MnDmTjz76iNTU1PqujiA0CqmpqXz00UcivgVBEBq5xnQ9f/LJJ1m9erW4nguCIAiC0Kw0pudrTz75pLj/Fhot0RHRiC1fvhyAp59+un4rUgnPPPMMJpOJ999/v76rIgiNwvLly5FIJCK+BUEQGjlxPRcEQRAEQWjYxPM1QagboiOikcrMzGTFihU8/vjjuLi41Hd1KuTq6sr06dNZsWIFWVlZ9V0dQWjQrsf39OnTRXwLgiA0Yo3teu7i4iKu54IgCIIgNCuN7fmaaK8JjZnoiGikVq1ahVar5dlnn63vqlTas88+S0FBAStXrqzvqghCg9ZY47uwsFDEtyAIwg0a4/V8zpw54nouCIIgCEKzIdprglB3JCaTyVTflRBuTW5uLv7+/owdO5ZVq1bVd3VuyYwZM9i4cSOxsbHY2NjUd3UEocG5Ht/jxo1rdI0KEd+CIAjFxPVcEARBEAShYWvMz9eeeOIJNmzYINprQqMiZkQ0Qp988glZWVm88MIL9V2VW/b888+TlZXFxx9/XN9VEYQG6eOPPyYrK4vnn3++vqtyy0R8C4IgFGsK1/NPPvmkvqsiCIIgCIJQa8TzNUGoW2JGRCNTWFhIQEAAw4YN47PPPqvv6lTJ1KlT2b59O9HR0ahUqvqujiA0GE0hvh966CG2bdsm4lsQhGZNXM8FQRAEQRAaNtFeE4S6J2ZENDKff/45ycnJvPjii/VdlSqbO3cuSUlJfPHFF/VdFUFoUJpCfL/44otcvXpVxLcgCM2auJ4LgiAIgiA0bKK9Jgh1T8yIaER0Oh2BgYH07t2bdevW1Xd1qmX8+PH8/fffXLx4EYVCUd/VEYR6J+JbEAShaRDXc0EQBEEQhIZNtNcEoX6IGRGNyDfffMPly5eZN29efVel2ubNm0dsbCxr166t76oIQoMg4lsQBKFpENdzQRAEQRCEhk201wShfogZEY2EwWAgJCSE9u3b8+OPP9Z3dWrE6NGjOXPmDGfPnkUmk9V3dQSh3oj4FgRBaBrE9VwQBEEQBKFha4rttTFjxnD69GnRXhMaPDEjopHYuHEjkZGRzJ8/v76rUmPmz5/PxYsX+e677+q7KoJQr0R8C4IgNA1N+Xr+/fff13dVBEEQBEEQqq0pt9fE/bfQ0IkZEY2A0WikQ4cOtGjRgt9++62+q1Ojhg4dSkJCAidOnEAqFf1iQvPTlOP7jjvuID4+XsS3IAjNgrieC4IgCIIgNGyivSYI9Uv8ZjYCP/30ExERESxYsKC+q1LjFixYQEREBD///HN9V0UQ6kVTju/58+eL+BYEodkQ13NBEARBEISGrSm318TzNaExEDMiGjiTyUTXrl2xtbXljz/+qO/q1Irbb7+d/Px8Dh06hEQiqe/qCEKduR7fGo2GPXv21Hd1aoWIb0EQmoPmcj0vKCjg4MGD4nouCIIgCEKj0xyer/Xr14+8vDxx/y00WGJGRAO3Y8cOjhw50iR7a69bsGAB//77L7///nt9V0UQ6tT1+G5KuSn/S8S3IAjNQXO5nh8+fFhczwVBEARBaJSaw/O1+fPni/tvoUETMyIaMJPJRN++fdHr9fz9999NtjfTZDLRvXt3VCoV+/btq+/qCEKdEPEtCILQNIjruSAIgiAIQsPWnNprPXr0QKlUivaa0CCJGREN2L59+/jrr7+YP39+k71IAkgkEhYsWMCff/4pLpRCs3E9vhcsWCDiWxAEoRET13NBEARBEISGTTxfE4SGQcyIaMCGDBlCcnIyx44da9IXSgCj0UjHjh3x8PBg+/bt9V0dQah1Ir4FQRCaBnE9FwRBEARBaNiaU3vNZDIRHh4u2mtCgyRmRDRQBw8e5Pfff2/yvbXXSaVS5s2bx44dOzh06FB9V0cQapWIb0EQhKZBXM8FQRAEQRAatubWXpNIJMyfP1+014QGScyIaKDuuusuLly4wOnTp5HJZPVdnTphMBho27YtISEhbNmypb6rIwi15q677uLixYtERESI+BYEQWjExPVcXM8FQRAEQWjYmuvztdDQUIKDg0V7TWhQxIyIBujEiRP8v737Do+q+Bo4/t3NpvdOEgIBAgQIvTcpUhQLKvqigIg/ioqiNJEiTVERQVAQsYIoVUVAUEGQKr13SIMkJCG91y3vHwsbYkJ6sinn8zx5SO7u3D3L5MxOZu6d+f3335k5c2ataSQBTExMmDlzJtu3b+fChQvGDkeICnEvv2fMmCH5LYQQ1Zi059KeCyGEEKJqq83jazNmzJD+mqhy5I6IKmjo0KGcPHmS69evY2pqauxwKlVOTg5NmjShc+fObNy40djhCFHuJL8lv4UQNYO059KeCyGEEKJqk/6a9NdE1SJ3RFQx165d4+eff+add96pdY0kgKmpKe+88w6bN2/m+vXrxg5HiHJ1L7+nT58u+S35LYSoxqQ9l/ZcCCGEEFWbjK+ZMn36dOmviSpF7oioYkaNGsXff/9NcHAw5ubmxg7HKDIzM2nUqBEDBgxg9erVxg5HiHIzatQo9uzZQ1BQkOS35LcQohqT9lzacyGEEEJUbTK+BllZWTRs2FD6a6LKkDsiqpCQkBB++uknpk2bVmsbSQALCwumTp3Kjz/+yM2bN40djhDl4l5+v/3227U+v99++23JbyFEtSXtuZ6050IIIYSoqmR8Tc/c3Fz6a6JKkTsiqpBXX32VLVu2cPPmTaysrIwdjlGlpaXh4+PDs88+y5dffmnscIQoM8nvXJLfQojqTNrzXNKeCyGEEKIqkv5arrS0NBo0aMCQIUOkvyaMTu6IqCJu377N6tWrmTx5cq1vJAGsra2ZPHky33//PREREcYOR4gykfzOS/JbCFFdSXuel7TnQgghhKhqpL+Wl7W1NZMmTZL+mqgSZCKiili8eDFWVlaMHz/e2KFUGa+//jpWVlYsXrzY2KEIUSaS3/lJfgshqiNpz/OT9lwIIYQQVYn01/KT/pqoKmQiogqIjo7mq6++4q233sLOzs7Y4VQZdnZ2TJgwgVWrVhETE2PscIQoFcnvgkl+CyGqG2nPCybtuRBCCCGqCumvFczOzo4333xT+mvC6GQiogpYtmwZJiYmvPnmm8YOpcp56623UCqVLFu2zNihCFEqS5culfx+AMlvIUR1Iu35g0l7LoQQQoiqQMbXHuzNN99EqVSydOlSY4ciajGZiDCyhIQEVqxYwfjx43FycjJ2OFWOs7Mz48ePZ/ny5SQkJBg7HCFKJCEhgS+++ELy+wEkv4UQ1YW054WT9lwIIYQQxibja4W7119bsWKF9NeE0chEhJEtX76cnJwcJk+ebOxQqqzJkyeTnZ3NihUrjB2KECUi+V00yW8hRHUg7XnRpD0XQgghhDFJf61okydPJicnR/prwmgUOp1OZ+wgaquUlBR8fHwYPnw4n3/+ubHDqdImTJjA+vXruXXrFjY2NsYOR4gipaSkUL9+fUaMGCH5XQTJbyFEVSbtefFJey6EEEIIY5DxteKT/powJrkjwohWrVpFSkoKb7/9trFDqfLefvttUlJSWLVqlbFDEaJYVq1aRWpqquR3MUh+CyGqMmnPi0/acyGEEEIYg4yvFZ/014QxyR0RRpKRkUGDBg148skn+frrr40dTrUwZswYdu7cSXBwMJaWlsYOR4gHysjIwMfHh8GDB0t+F9OYMWPYsWMHISEhkt9CiCpD2vOSk/ZcCCGEEJVJxtdKbuzYsfz+++/SXxOVTu6IMJLvvvuOmJgY3nnnHWOHUm1Mnz6d6Ohovv/+e2OHIkShvv32W2JjYyW/S2D69OnExMRIfgshqhRpz0vuXnv+3XffGTsUIYQQQtQCMr5Wcu+8847014RRyB0RRpCdnU2jRo3o3bs3P/74o7HDqVZGjBjBwYMHCQwMxMzMzNjhCJGP5HfpSX4LIaoSac9LT9pzIYQQQlQG6a+VnvTXhDHIHRFGsHbtWm7fvs2MGTOMHUq1M2PGDMLCwvjpp5+MHYoQBZL8Lr17+S0dSCFEVSDteelJey6EEEKIyiD9tdKbOXOm9NdEpZM7IiqZWq2madOmtG3bll9++cXY4VRLQ4YM4cKFC1y9ehWVSmXscIQwkPwuO8lvIURVIO152Q0ZMoTz589z7do1ac+FEEIIUe6kv1Z20l8TlU3uiKhkmzZtIjg4mFmzZhk7lGpr1qxZBAYGsnnzZmOHIgSBgYGEh4cDkt/lQfJbCGEs0p6Xr1mzZhEUFGRoz/fu3cvRo0eNHJUQQgghagrpr5Xdf/tr4eHhBAYGGjkqUZPJHREVTKvVsnz5cl599VVMTU3x9/enYcOG7Nixw9ihVWuDBg0iNDSUCxcukJGRwfLly5k2bRpKpcytico1cOBAvL29+frrryW/y8mgQYO4desWFy9eJCIigoULF/L5559LfgshKpS05+Xv/va8f//+uLu7s379emOHJYQQQohqSMbXKsZjjz3GzZs3uXjxImPHjiU8PJxdu3YZOyxRQ8l9NxUsJCSEiRMn0qZNG2JjY7l69arsSl8O3n33Xbp37862bduwsbFhxowZvPDCC9SvX9/YoYlaJicnh/T0dH777TfJ73Jyf37n5OTwxRdf8MEHH2Bvb2/s0IQQNZi05+UnPT0dlUplaM+3bt2KWq3GxMTE2KEJIYQQopqS8bWKMWvWLEN/LT09HbVabeyQRA0ml5dWsHtX8Obk5PDBBx/Qt29funbtSlpampEjq77i4uLo1q0bffr0YcGCBeTk5ADIH7fCKFQqFRqNxpDfXl5e9OvXj88//9zYoVU7Wq2WM2fO0LVrV0N+3+sEyXqVQoiKJu15+Zk8eTJ+fn5YWFjQp08fPvjgA9RqtbTlQgghhCg1GV8rX59//jn9+vWjbt26hv6aRqOR/pqoUDIRUcHuDY4fO3aMs2fPMmPGDKZPn46dnZ1hHWJRfDdv3sTFxYUpU6Ywffp0zpw5w8mTJwEZqBTGoVKpCA8P5+zZswwcOJB27doREBBA3759jR1atXPx4kXat2/PSy+9xJQpUzhz5gxnzpwBZKJRCFHxpD0vPzNmzMDJyYlu3brRtm1bzpw5Q1xcnLTlQgghhCg1GV8rX3379iUgIIB27drxyCOPcObMGW7fvi1ja6JCyR4RFSwiIgIvLy/8/PywtrbG1taWQ4cO8dFHHzF16lQUCoWxQ6xWdDodn3/+OVOnTqVLly6kp6eTlpbG9evXiY6OxtXV1dghilrmiSee4N9//8Xa2prbt28zcOBAfvrpJ5ydnY0dWrW0fv16xo4dS6NGjVAqlaSlpREYGEhOTo50iIQQFUra8/KVmZnJxIkT+eqrr3B1dSUtLY0RI0bw1VdfGTs0IYQQQlRDMr5W/uLi4hgxYgS7du3Cy8uLtLQ0evTowfbt240dmqihZFSngt2bsb127RpOTk6YmZnxzz//8NBDDxk5supJoVDw1ltv0bFjR5577jnS09NJTEwE5I4IYRwJCQkkJCSQmJjI/PnzmTVrlmyqXAbDhg2jdevWDBkyhNDQUDIyMgC5I0IIUfGkPS9fFhYWrFq1im7dujFu3DiysrK4c+eOscMSQgghRDUl42vlz9nZmZ07d7JgwQLmzZuHTqczjLEJURHkr6sKdv/gWYsWLThz5ow0kuWgW7dunD17lnbt2hmOyUClMIbExERUKhV//vkns2fPlkGrctCiRQtOnjzJY489ZjgmV7cIISqatOcVY+TIkZw4cQIbGxusra2NHY4QQgghqikZX6sYSqWSOXPm8Mcff6BSqUhISDB2SKIGk6WZKlhWVha2trY8+eSTbNiwAVNTU2OHVKNoNBqGDx/O9u3bSU5OlrsiRKWLiYlBrVbj4eFh7FBqHJ1Ox4QJE9i5cychISHGDkcIUcNJe16xdDqdTCoLIYQQotRkfK3iRUZGolKpZNlzUWFkIqISyB9eQgghhBBCCCGEEEKUnoyvCVG9yUSEEEIIIYQQQgghhBBCCCEqjKxjI4Qotps3b7Jx40YO7N9PUmICOmQe05gUKLB3cKRX7948//zz+Pj4lMt5MzMzDUuUiKrr3i2zFhYWxg5FVEPSnlctFdWe3/Prr7/yw5o1HD58mNS0tHI9tygdG2trevTowUujRjFkyBBjhyOEEEIII5P+edVS0f3z2qpUd0QcPHiQb7/9lt17/iE5KRG5qaJ6UigU2Nk7MKBfX8aMGVOsTX7Cw8NZtmwZv27ZSnh4KBoZqKzSTFQq6tatx5BnnmLixInUrVu31Oc6cOAAgx59BJ1GTTcfW5ytVMgdkcal00FcupojN1NQmKj448+/6NWrV6nPd/78eebNm8+ff/1JVmZmOUYqKoq5hQWDHh3E3LlzaN26tbHDEdWEtOdVT3m35/f76KOPmDlzJh1bNGJg55Y42llLfRuZTgcJyWnsOn6Rk5eD+PDDD5kxY4axwxJCCFHF7N69m+9Xr+affQdISU4ydjgCsLWzp2+fXvzv5ZcZMGBAuZ1X+udVT0X2z2uzEk9EbNq0iWHDh2Pl3gC71gMxtXNBoVBWVHyiAul0WnKSY0k+v4v0OyGsX7eOoUOHPvD5oaGh9OzVm+j4JJw7PI513aYoTcwqMWJRUlpNNmnh14k7tQM3J3sOHdhPvXr1SnyejIwM6ri70crNlO+GNsbG3KQCohWllZqlYfSmAC5E5xB1JxpLS8sSn+P8+fP06t0HjZUzbj2ex7quH0qVbP5VlWnVOaSFXyP68EZM0uM4eGA/rVq1MnZYooqT9rxqK4/2/H63bt3Cx8eHKcMHMXfsM+UUpShP87/ZwpJ1f3Dz5k3q169v7HCEEEJUEd9++y1jx47Ftl5z7Fo+jKmtMyAj08alIycljuSLe0kJvcI333zDmDFjynxW6Z9XbeXdP6/tSjQRkZGRgbOLK9b+D+M7dgUKpSRHTaDTagj85g3SL/9DbMyDk+rll19m0/a/aPfudixcSn9lvah8mbHhnHn/CYYOfpTVq1eXuPyWLVsYMmQIBye0oZGLNLpVUWBsBr2Wn2PLli08/fTTJS7/7LPPsevIGVq/uxNTa/sKiFBUlJy0JM4veIxHurfn5583GzscUcVJe171lbU9v9/SpUuZMf0dgrcuxdZKlnGrilLSM2n41CQ+WvgxkyZNMnY4QgghqoD4+Hjc3N1x6TaUBiM/ls2ZqxidTkfI2neIPbKJmOhoHB0dy3Q+6Z9XfeXZP6/tSnQrw65du8hIT6Pu4KkyCVGDKJQm1B08hfS0VHbt2lXgc9RqNVt+24p7j+dlEqIasnCpi3vP59ny29ZSrft/9uxZPBys5EOxCvN1scTDwYqzZ8+WuGx2djY7du7EtftQmYSohkyt7XHtPpQdO3eSnZ1t7HBEFSftedVXlvb8vwICAmha31MmIaowWysLmtb3JCAgwNihCCGEqCK2b9+ORqOh7lNTZRKiClIoFNQdPAWNRsO2bdvKfD7pn1d95dk/r+1KNBFx48YNzKztsazTqKLiEUZiWccXM2t7bty4UeDjcXFxJCclYtdQ1iCvruwatiE5KZG4uLgSl83IyMDarPImH4+EJNF56ZlKK1caR28m0Wv5Ofw/PslXRyKKXW7N8ShaLzpF12VnOBxcvut8WpuZkJ6eXuJycXFxZGVmYF3Xr1zjEUVLu32d1PBrZT6PtVdTMjPSiY+PL4eoRE0m7Xl+Nak9/6/s7GzMzcp3mb1DZ6/hP/SdSitXGofPXafDyHfxeXIiKzbvLnH5kIgY3AeOL/Cx45cCafXC9AIf+3nvcQa9tajEr2duZioTyUIIIQxu3LiBtWtdzOzdjB2KeAAzB3esXes+cAytJKR/nl9N7p/XdiWaiMjOzsbEzLyiYimRpGtHODOtc6WVK42k60c5924vTr7lT8Sur4pdLuqfNZya1Joz73Ql6erhCowwLxMz8wf+EZSTkwOAUlVx9Z9w9Qj/Tu5UaeVKI+HaUY6+8xAHx7cg9M/i12nYntUcfKMV/07pQvyV3DrNSozm4vJxHHitBUen9eDO8e2Gx3JS4tk70jPPV+S/v5Y69nt1d68uS6oyL8ToVM+OPa+VfK370pYrqbi0HF5ef52nWjqzfYw/v12I5d+Qoj/k9gcm8v7umyx6siGfP9OYt7cHEZ9euvooSGnrSKPRAKA0qbg9IRKuHuHolNLld2nKlUbitaOcmPEQh99oQdhfxc/v23tW8++brTj2dhcSruRvs7MSozn8eguSg88Zjmmy0jn74VNcXDqSC588z5kFT6LJLv0G4UqVfr+e0tzxJGofac9z1bT2vDJ0bdmYI9/Pq7RyJRWbmMLzs1bw7MOd2bNyBpv3HOPg2ZJN+E789EcysvL3iXPUat5cvBatNv/KtgkpaUxfsbHUcQshhBD3ZGdnozStvLsZZXytdJSmFuV2IYH0z3NJ/7xmUxk7gNKya9yJVvP3VFq5kspJieP68pfxGPAKLp0HE/DVeKzr+2Pv173QcomX9nNz8/s0eWUlprZOBHzzJi1n78TUxqnCYzY2+yad6PzB3korV1LZyXGcXzqKeo++Qp0uT3Fp5WvY1PfHqXnhdRp3YT+BG97Hf/xKTO2cubxqAp3m/YGprRMXl4/FwtmTzh/sITnoLJdXvYGptQNO/g+RfPMCDk0702riGsO5TMytKvhdVg0qEwW2JiVvnkpabuCqC4Qm5B/8/expXwb4PTjntlyIxd3WjIm96qJQKJjUuy4bz0TTvUHhyxqtPRnFs23cGHj33AOaOvHX1XiGtXcvdszVlX2TTnRcULr8Lk25kspOjuPiZ6PwfuQV3Do/xZUv9fnt2Kzw/I6/uJ+gTe/T/LWVmNo6c/XrCbSf+0eeNjtw3WxcOwzCrmEbw7HQP1Zi7uhBmxm/oc3J5PS8R4g+vg2PnkMr6B0KYRzSntc8KpUJdqqSLx1Q0nI9x77HzYiYfMe/mjmaQd3bPLDcpr+PUcfZnndGPo5CoeCdkU+wduchHmpbvLv+Nuw+SkRMQoGPfbr+T7QP2F7v3S9/xsnOplivIYQQQlQlMr5Wu0j/XBhTtZ2IUJioUFnaVni5C/MHkhkTmu+475jPcGoz4IHlYo9twczBnbpPTNSvH/fEJKIPbSyyoYzatxa3bs/i1HYgAE5tBxB/5i/cHxpW7JirK6WJCmUp6rSk5U7MHkBGAXXafNxnuLYb+MByUUe2YO7gToPBk1AoFDQYPInIgxuKnIgI/+cHPHo8h2v7RwBwbTeQ6NN/4tS8B0mBp2n11veY2Tlj4eTBneP9iTm7Wz8REXIe+8Yda+Sa/Vei0njj1wDupGTzbGs39gUmMKpjHf7XxQPQ3/I3aWsQxye1M5TZdDaan8/F8HRLFxb9EwbAR483YFBzZ8NzCipXmDXDmqLW5B9QcLEu/M6AK1FpdGtgZ1ivs42XDR/+nf93Kn+5dGb2dzH83LauDcduJjOsfbHCrdYqK79PzR1ARnT+umg27jNc2j44v+8c1ed3/Sf1+e1zN7+Lmoi4/c8PuHd/Dpd2+vx2aTuQmNN/4tlrOABx5/aQcOUQnRYeylPOysOXOj2GolAoMDGzxMrDF3VqwQNfQlRl0p7r1aT2/FJQGKPf/4bIuESGDezG38cvMfbpPrz6zMOAfoml1xau5tKmjw1l1v35L+v++pf/69+F97/7DYClk0bw5EO5/yEFlSvMpg8nkKPW5Dvu6lj4Z8KloDB6tvUz1Gn7Zg2Y+3Xx7iiNS0pl9pc/s+798fR/Y2GexwLColj5yx7WznuV1z9ek+exw+eus+fEJZa8NZyVv/xdrNcSQgghqgoZX6tZpH+uV5P65zVJlZ2ISAu7QsDXb5CdeAe37s+ScHEfdfqOwuPh/wH6W8CCvp9Eu0XHDWWiD28i5sjPuHR+mrCt+vVZG4z4COf2gwzPKahcYZq+uQadJv9SF6a2LgU8O2/8dk27GRLHpkEbQn/9sMjXSw+/gkuXmYafbRq0JfnGMaD6N5QpoVe4/OXrZCXewaPHc8Rd+Ie6D4/Ce8BoQL8Ey5VvJtL90xOGMhGHNhF5aDN1uj5D0K/6P1z9XlqIW8fcOi2oXGFaTfqhwDo1s3Mu4Nm5UsMu49isu6FO7Rq1JXBz0XWaGnqFOkOfNvxs17ANidePY+PdHBMzizyvq1AqDRvBJwedJT0ykPC/v0dlbU/9QeMN/1fV3fQdwQz2d6FfU0ee+f4yP43wo7Fr0Xd7XItO58+r8Wwd3YINZ6KZ+9fNPB+MJeVhV7qlxlKzNDRxzb2q09bchDspRd+SmZKloZ5j7i22NsUsVx2khl3hyqrXyU68Q53u+vz2engUdfvn5ve1byfSdUlunkYe2kTU4c24d32GkC36/G4yciGuHfLm93/LFablxB/QFrA8UVH5nRZ2GYf78tu2YVuCfy46v9PCruDeNTe/bRu2Ien6cegFmuwMbvw4E6eWvYk7twf7xh2xqtMQAPcuTxnKpNy6ROLVIzR8dkZx3qIQVYq053o1qT2f+OlPPPtwJx7p2ppH3vyYXz9+i6Y+nkWWuxISwfaDZ9i9fDprdx5i+opNeSYiSsrT1bFU5VLSM/G7L15bK0ui4oq3RvDMlZt4pm9HOvv75nts4pIfefvFx/DxcM1zPCs7hzeXrGXxW8Owt5FNJoUQQlQ9Mr7G3XI1Z3ytMNI/16tJ/fOapER7RFSm4B+n49J5MC2mbSb60EYajVqCa5dniiyXfvsa8Wf+pMX0rbh2H8rNjXPLFIe5owcWLt75vkzMC/9DQ5ORirlrPcPPJpa2ZCfeKfL1NBkpWLjcV87CpljlqoPra97BvetTtJvxMxEHNtBs9BLqdB9SZLm08GvEnP6DDrO34dlzKDfWzSlTHBZOHli6euf7KmrZI3VGKpau3oafVZa2ZBWjbvTlcutUZWlLVkIU1p6+6HQ64i8dBPTryMdd2I+T/0MAZETfxKPnULp8tJ/Gw+YRuOkDkgJPl+YtVzmXo9J5vIUzLepY08TVkttJ2ThYFj0vmpGtYdnTvjRwtmRoWzcikozzoWKiVGCmym0+zVVKMnK0RZZTKRWYmeQuLFjcctXBjR/ewb3zU7R552ciD27Ab/QS3LsVI79vXyP29B+0nbWNOj2GEri+bPlt7lj6/LZwKV1+399mqyxsyUqMAiB897dkJURiYmFLWvhVzn7wJHeO/Zan/LVvJ3J63iN4DxqPlUf+gS8hqjppz0tWrjq4GBjGU7070NLXGz8fT8Ki43G0tS6yXHpmFl/N+B+N6rozYlAPwqPjKyHa/FQmSsxMc38HLcxMSc8s+vdr/+mrHL0QwNwx+f/eWLvzEBlZOYwf0i/fY4t+3Il/w7o80bN4VwcKIYQQlU3G1+6Wq0Hja4WR/nnJyonKVWXviEgPu4zv/5ZiWacRlp5NyI6/jV3jjkWW02Rl4Dt6GaZ2Lrj1GErEn19UQrT5KUxMDJuHAihNzdFmZxSjnApFKcpVBymhl2k+dhlWHo2w9mpKZtxtHJoUvQmtJiuD5uM+w8zOBc+HnufWTiPVqdIEpWlp6tSkwDpVWdriN2ohl74cj71vexJvnMTU1hnnlr0B6PLRfkMZC5e6xJ3/h+iTO7D3rf73lTVwsuB0eApOVipC4jNp7Fq8Kwh9Xa1wsdHfxnf/B0xplXbNQgdLFXFpuZsepWZpMC1GPA6WKuLSc68ASStmueogNfQyfmOWYVUnN7/tGxed39qsDPzG6vPb46HnCfvDiG12KfM7Tzmz3HKRB9bhPXAcjYbOBsC2fiuCNr6He5fcOygavTAP2wZtCNq8ACf/Xtj6VPzmX0KUJ2nP9WpSe97Qy5UTl4NwtrchKDwav/pF3w0B0LS+B66OdgCYqcr+J0Zp94hwtLUmNjHV8HNKeiZmpiaFvlZmVg4TP/2RZVNexNoy79V7MQnJvP/dVrYvmYxSmfcarms3I1i78xD/flu2SXQhhBCiIsn4WsnKVXfSP9erSf3zmqTKTkRYuDUgJeg0KhsnMqNDsPRsXKxyVh6+mNrpb+u6v8EprdKuYaeydiAnJc7wsyYzFYVJ4eug3SunzlMurVjlqgMr9wYkBZ7G1NaJjDvBWHs1KVY5a09fzMqxTku7R4SpjSPZyblX96kzilenpgX9Ltx9H/q9Ix4lLfwaZz7+Pxo+PdmwNNN/mdm5kBkXXuTrVXU6nY7GrpbM+eMm07YHM6pTHVrUKfpKS9DfkleeSrtmYRsvG367GGv4+VJUGnXsiv7dbO1lzemwFHo21O/7cSkyDY9ilKsOLN0akBx4GlMbJ9LvBGPtWbz8tro/v03K/n9R2j0iTK0dySmH/NaX07+PrPhInNv0Nzxm49OS7MQ7aLLSDXdomFo74PXwKJKDz3LnyK8yESGqFWnPa157rtPpaFrfk3eWb+TNxWsZ93RfWvp6F10QsLWyKPpJJVDaPSLa+TXg5z25S0RcCAzFw6XwZZ5OXQ0mJCKGl+auynPc+7EJjH+uP7GJKQy4u2eEVqcjNSPL8Fh8cirtX3wXALVGS2Z2Dt6PTSBs5/JivU8hhBCiosn42r1yNWd87UGkf17z+uc1TZWciNDpdFh6NObmhjkE/zCNOn1HYe3dolhlTUqxwU5hSruGnY1PG2KP5y7BkRZ6CTPHOkW+nrVPa1KCTmPfvOd95TxKGHXVo9PpsPJszPWfZnP1+7ep2+9lbOsZp05Lu0eEXYPWRB3NrdOUW5cwL0bd2DVsQ1LgaZxa9LyvXO7vgsrShsSAk1h7+BrWms+IDefyl+Np/+42wzqISYGna8TdEEGxmZy4lczW0f7YWpjgZV+6dQPLQ2nXLBzQ1JFZO4M5GJRIVx87vjwcQe9GDgBotTpSsjTYWZgY6u6ex5s7M31HMEPbuqJSKthwNpr3HvUp47swvnv5HbBuNtdXv41Xv5exKW5+W5Rvfpd2jwjbBq3zLJuUGlq8/LZtoM9vx7tttr6cPr/NnTzQZudeAZIZG47K2gETcyuufjWB+k++ZViOSWliCsoqu1qiEAWS9rzmtecBoVEcvRjA7uXTsbOxpK7bg69Wq2il3SNiULfWTFm2jn2nrtCjTROWbfiLhzvqP5O0Wi3JaZnY21jmqdMOzRpyYf1Hec7T8oXpHP52Ls72Ngwb2M1wPCImgZff+5pdy9/BxtI8z2MnrwSz8pc9rJ4zrlSxCyGEEOVNxtdq3vhaYaR/XvP65zVNlZyIyIwKIjngBP7Tt2JiZYu5k5fRYinOQFRBHNsMIHjdLBKvHMSuSVci/vwShxa9AdBptWgyUzCxtMuXOM4dHid47XRcewxFoVQRfXgDPs+/V9a3YXTpkYEk3ThBh9nbUFnaYuFsvDq1cCpdnbq0G8D1tbOIv3QQB7+uhP6xEueWvQB9naozUlBZ5a9Tt46PcW3NdDx6DkVhoiLiwEaajMitU3VGKrd2rsR//EpDWQtnL7KT4wj6+SPcOj5O9KmdJAWdodnoxaV811VHQ2cLnK1NGbL6MilZakyVCp5t48bHTzQ0dmjF5mRtytxHfBi57hrWZkrsLFQsfboRALeTsuiy7CxXpnfE/j/rMPZv6sjvl+3p8fk5AHo0sGdQM+MN8pSXe/nddpbx87u0bbZz2wEE/DiL+MsHcWjalbA/VuLkX3R+u3Z8jBs/3M1vpYrIgxtpPEyf326dnyJkyyLMnTzQaTWE/PoRbp0HA2Bq78K1byfRdPSnZCfFEHNqJy0n/1iGdy5E5ZP2vOa1577e7rg62PLoxEUkp2ZgqjJh2MBuLJvyorFDKzZnB1s+en0oz07/DGtLcxxsrFg1/WUAwu7E0/KF6YT+/jkOtrl7B1mYm1LfI/8gyL1jNv+520NlojQ85uyQO0gTGhWLhZmqwHMJIYQQxiDjazVvfK0w0j+vef3zmqZKTkRYuDfE1NaZy4uGoM5IQWFiilu3Z2k48mNjh1ZsprZO+Dw/l2vLRqI0t0ZlZUej/y0FICv+Nmff6ULH5VdQWdnnKefYuj/2zX7n3MweANg364FT+0GVHn95s6rTCFNbZ05/MARNRjIKE1M8ejyH38vVp07NbJ1pPHwe55a8iImFvk6bjV0GQGbcbY5M6cxDX17F1Dpvnbq0HYDTiR0cndYdAKfmPXDtkFunoX+uwr5RW8MdEwAKhYKWE77h6reTCf3ra2y8mtB22gas6lSfD48H2XQ2GhdrU1YP88PSVMnVO+mM/Okq7/avh62Fvknq1sCe45Pybvo4tK0bQ9u6GX72drTg9vyueZ5TULmKMrJjHXr7OhAYm0HnenZY372NsaC47lEoFCwf0pjRt1NJz9bQ1Sd/Z6k6sqrTCDM7Z859NAR1RjJKE1Pcuz9H01HVK78bvTCPi5/m5rffmGWAPr+Pv92Z7l/kz2/nNgNwPLGD4+/o89uxWQ9c7ua3z1NT0KqzOL9oKJqsNJxa9TXsF9HgmWkE/DiTM+8/jqmtM41Hfoi9b4fKe8NClANpz2tee/7Tn//i4mjHxg8nYGluxuXgcJ595zPee/VZ7Kz16wv3bOvHpU152/fhj3Zn+KPdDT/X93Ahef+3eZ5TULmKMnpwbx7u1IIboVF0a9nYMJFQUFwP8qDn1fdweeD76NnWj55t/UoXtBBCCFEBZHyt5o2vFUb65zWvf17TVMmJiOh/N2Fq54Lfm6tRmlmSHn6Vq8tGUu+5d1HdvTXM3q8b7RYdz1POrcdQ3HoMNfxs4eJN1+9u53lOQeUqSp3eI3Fo0ZuMqEDsGnfGxML6gXHdo1AoaDx2Oakho9FkpWPXtGuNSJzIQxsxs3Oh9aQ1mJhZkhJ2lfNLXsT3+dw6dWzWje6fnshTzrPnUDx75tappas3D6+NyPOcgspVlLp9R+LcsjdpEYE4NO2M6m6dFhTXPQqFghavLsc7WF+nDn5567ThM1MLLGdbrzmd3vur/N+EkXVrYM9vF2N5+IvzZKq1eNmbM6NffcOHYnVSz9GCeo4lXxO7jZdNBURjPFGHNmJq54L/W2swMbckNewqFz99kUZD8+Z31yV589Sj51A8/pPfvdfkz+//lqsoXn1H4tSyN+mRgdg3yZvf/43rHoVCQbNXluNVQH4rVab4Pj8X3+fn5itnYmaJ3+il+I1eWnFvSIgKJu15zWvPe7b14+e9x+ny8lwysrLxdndm3rghhkmI6sTHwxUfD1djhyGEEEIYlYyv1bzxtcJI/7zm9c9rmir5m2jv143YY79xfs7DaLMzMXf2ov6QGYZGsjqxcK2HhWu9EpezadCm/IMxIsdm3Yk6upVjM/uizc7EwqUujf5vZrWsU0vXeliWok7tGrYp/2CqofpOFmweVbw1KUX14NCsO3eObeXku7n53fA5yW8hajppz2ueBp6u/P5pwRdICCGEEKL6kfG1mje+Vhjpn4uqrkpORFi41qfF25uNHYYoR5Zu9Wk3XepUiJrI0q0+bd6R/BZCCCGEEEKIqkTG14QQVYnS2AEIIURFORKSROelZ4wdRpF2XI7j2dWXjR2GEEJUWVW9PU/N0jB1WxBtPjlF56Vn+P5YpLFDEpUgKPwO5wNC0Wi0xg5FCCGEEKJSVfX+uU6no9lHJ/Cae9TwtexAuLHDqvVqxURE0rUjnJnW2dhhFCnu1A4uL3o2z7HLi57l6GivfF8AOSlxXFnyPMdf8+XU5Hbc/utLY4RdpSVcPcK/kzsZO4wH0mk1XFsznf3jmrBvTEOufjcVrUZteDxsz2oOvtGKf6d0If7KYSNGKirK/sBEJv4WaOwwqqWEq0c4OqXq5vc9mqx0jr3dhZiTO/M9Fn1yB+cWPltAKSFEdTJjRzA34zP5fYw/S59qxJL94Ww4fcfYYVVbh85ew3/oO8YO44G0Wi0j537Jo28tYti7K+j88hxiEpKNHZYQQghhVNV57E3UPMFxmdhZqLgyvaPh67XunsYOq9arkksz1UaJl/YT+N3EfGvX+b35Azpt7sB03IntxJ7cDsCtnz/AyrsFvqM/IyMygOsrx2FTvyX2zXpUZuiiDG7uWEHKrUt0mLsDnTqbs4tewK5hW7z6DCfuwn4CN7yP//iVmNo5c3nVBDrN+wNTWydjhy3uE5WcTZ8vzhX42JG32uJoZfrAsiFxGczaGcKoTnU4dzu1giIUxnZz6xIs3Xxw7fhYnuPxF/dz7Zu3sK1Fa5YKUZWVtj3PUmv5/XIc28f44+1ogbejBS+0c2PX9QReaO9egRELY9mw6yh34pO5vOljTJRKBk/9lG+27mPmy4ONHZoQQgghCvGgsTdRNZVlvOV8RCrt69pgbylD31WJ1EY5yU6I4tzsPgU+1nbhEUxtHB9YNuNOCCHrZlGn7yhSQ87leczEwtrwvU6rJXLPtzQatRiA1JBzNHltFWYO7pg5uGPj04rM6JsyEVHJshKiODajd4GPdVt8tNC6z0mJx/+1L7B0qw+Ac6u+pNy6BED4Pz/g0eM5XNs/AoBru4FEn/4Tr97Dy/cNVJKDQYnM+fMmYYlZtKhjxWdP+9LA2RKAXdfiWbD7FpHJ2bSra8PnzzSmjp0ZnZeeobevA9suxvJCOzcCYjI4ezuVdS82Y++NBM6Gp5KRo+FyVDp9Gjuw6ImG2FoU3aztC0hgwe5bRCRn81hzZz54rAHmKv0NYl8fiWDVkQhSszT0bezIsqd9sTB98M1jrjam7H61VYGP2RcRi6OVKX+Ma8lf1+JlIqKKykqI4sTM3gU+1uWTwvMbIDX0Mrf3rqHD/F15jqffCSHgp1l4PTyK5OBz5RStEJVD2vO8UjI15Gh0eNmbG46ZKPRfouqKjE2k00uzC3zs/IaPcLKzeWBZVyc7PnnzBUxV+t8L/0bexCenVUicQgghhMhVUWNv1Z30z/M7F57KudupNPvoBKYmCoa3d2daX28UCumkG1OlT0QkXjnIzfVzyIoLM1zNb+neAID4s7u49fMCshMisWnYjsZjPsfMsQ5npnXGwb83sSe24dbzBTIiAkgNOUuzSetIuLCX1OCzaLIzSA+7jIN/Hxq+tAiVpW2RsSRc3Kd/vfgInDs8RoPhH6A01f8RGbH7ayL+WoUmMxXHVn3xHb0MpanFA89lau9Kq3m7C3xMZWVfaBymNo60nP0H8Wf+KrQxjD+9E1N7d2x9OwJg5dWEO/vWUm/IDNLCrpAaco4Gwz8o4l0bT/ylg1z/aTaZsWHY1mtB81c+x+pu3cec/ovATQvIjI/E3rc9LV75HHPHOvw7uRPOLfsQdWwrXr2GkRZxg6Sgc7R9ex2x5/aQHHwWTVYGKaGXcW7Vh2b/+6RYdR93YR8BG98nKz4Ct46P0XTkh4a6D/3ra2798SWazFScW/Wl+bjPMDF7cN2b2bvS6f2/C3ysqLpvMnx+np/To4Jw7/wkAKmhV6gz9GnDY3YN25B4/XiR762qenNLIK909eDJli4s3R/OJ/+EsfK5JiRmqHnt5xt89HhDevs6MP+vm3x2MJyPHm8IQGqWmncH1Oed34P5/oWmZGu0HAhMBGBfYCLLnvalvbcNb24J5JN/wnhvUINC4wiJy+B/G67zwWMN6OJjx7hNN/jy3wgm9qpLYEwGC/6+xeaXWuBma8r4nwP4+VwML3Z88BWtJkoF3o4P/v0ojEMNmpmPv3yQwHX6/Lap1wK/sbn5HXvmL4I2LyArPhK7Ru1pNk6f30endMKpZR+ij2/F46FhpEfcIDn4HK2mrCPu/B5S7rbtqaGXcWrZh6YvFz+/gze/T2ZcBK4dH6PJi7n5Hbbra8L+1Oe3U6u++I0pOr87vFe6/NbpdFxfMw37xh1ICjyNNicLm3otAH27327OH8Se+UsmIkS1I+15Xk5WKjztzdh1LZ5h7d1Jz9aw40ocY7vWjFu/9526wrTlGwiNiqOlrzdfzfgfjerq/x93Hj7L7K9+ISImgY7NG/L1zDF4uDjgP/Qd+nXy55d/TjDysR5cuxnJ6WshbFk0kV1HL3DqaggZWdlcDAyjXyd/Pp86EjtryyJj+fv4JWav+pnb0fEM7tWeJROHY26mvxJuxc+7+XzjLlLTMxnQpSWrpo/GwvzBV8m5Odpx+Nu5BT7mYGNVaBwDOrc0fH8rMpat+0/x5fT/FRm/EEIIUVlk7K2AssUce6uOpH+eX3BcJv2aOjKmiwc34zMZ/0sAfm5WDG7pUqrzifJR6XtEBH7zJq49htLmg4NYeTYhbOsnAKjTErmx6jW8Br1B24/+xdTOhfAdnxnKqTNTqf/cu0Tu/hr33i9i5d2CxMsHAEi8tA/3ns/TcvYfZMWFEfbbJ0XGkXEnhOsr/odHv9G0nL2T1JBzRNzdYyEjMpBbPy+gySsraTX3LzKjbxLz78+Fnk+hNMHCxbvAL4Wy8P9mlbVDkQ0mQOTe1dTpO8rwc71nphN9eCMnXm/C5YVPUffxiVjWaVTkeYzl8lcT8Ow5lK4fH8LaqwnBvy4CICctkUsrX6P+ExPotvgIZnbOhGy7r+4zUmj8/GxC//oKrz4vYlu/BXGX9HUfd2Efnr1eoNP8P8mMDSfo7jkLk34nhPPLXsZ7wGg6zvuD5OBz3PpDX/dpEQEEbnwf//Ff0um9XWRE3yTycNF1b+nqXeBXUXV/v/gr/5IWfo063Ybcfd+pWLrWMzyusrQlKyGq2OeraixUSnK0OhwtVSx6oiHLnvYFwNpMyfFJ7Rjs78Kt+EzSc7QExWYYyj3b2pWGzha42pgy0M8JT3tz1FodAB3r2fJcG1caOlvyeg9Pdl1PKDKO7ZfiaFHHmmHt3WnobMnIju78fT0eADOVfmY8W6OlnoMFO8a25IV2buX9X1EjXf1qAnV6DKXTR4ew8mzCzS25+X155WvUe2wCnRfp8/vW77n5rclModHQ2YTv+grPPi9iU68FCXfzO/7iPjweeoH2c/X5HbKlePl96fOX8eo/mvZz/yAl+Byhf+bmd9Cm92n+2pe0n7eLjDs3uVOMtr20+R19fBspwWcxtXUhIyqIC5+OIPSPlQCYWjtgal10uy9EVSTteV5KpYIlgxuxcG8oI9ddpcfnZ0nMUDOkVc34I2fsB98y4tHunP5xAX71PVjw/TYAElLSGDX/K6YMG8S5dR/i4mDHoh93GMolp2fw/qvPsmLz34x+shetfL355+RlAPacuMSLg3qw/6t3CY2KY8H3W4uMIyj8Di+8u4LXhjzMvq/e5fS1ED7bqL/b7MatSGZ/+Qur57zCwW/mEHw7mvW7jhR6PhMTJfU9XAr8Uhaz/7bg+620e3EWA7u0onf7ZsUqI4QQQlQGGXvLr7hjb9WR9M/z++nFZrz3aAPqOVrwUCMHRneuw44rcRX2eqJ4Kv1yXKWZBTpNDiprRxqOXGTY/0Bpbk27RcdRWdmSevMC2qx0MpJjDeVcuz6L0tQcUztXnNoOJP7Mn+jubupr69sR127PAeD56Ovc2jiPBsPeKzSOuJPbsfZugftDwwBw7zOS6MObqPvERBQqMwC0mmwsXOrRctaOwk5VKdJvXycz+iZObQcajoVsmINbz2F4D55MZmwYN1a9ikWdhji1GWDESB9MaWqBTqPG1MYRv5c/MdS9ibk13T49gcrSlpSQ82iy0slOzm0cPHo8h9LUHDN7V1zbP0LM6b/QqXMAsG/cEY8e+rqv/9jrBKyfS9MR7xcax53j27Gt18KwxJHXwy8ReXAjDQZPNMzK69TZWLjWo8Pc/JvLVgRNVjrXvn+bBk9NxszOGQCFiYnhdxFAaWqONjvjQaeo8pYP8WXJvnC+/DeC5u5WzHvEh5aeNuh08OHfoey+nkBjV0tszEy4+7kHYLiF796/9/O0y/3/qWNrRmxqdpFxRCZncykqjWYfnQBArdVhbWYCQD1HCz5+vCEL94RyMz6T3r4OvD+oAc7WD76isixrFtYkJma5+d10VN787rrkBCaWtqTczJ/f7t2eM7TtLu30+a3V6PPbrnFH6nTX53e9x14ncP1cGg8vPL9jjm/Hpl4LPHvp89uz70tEHdqIz5O5+a29m9/t5lRsfkceWIdrxydo/uoXADi36ce5j/8Pzz4jUVk+eMkPIao6ac/ze6iRAycmtSc4LoMRP13llW6exbp1vTqwNDcjR63B0daaz6eORK3RAmBjac7lTR9jZ23F2es3Sc/MIjYxd8PmFwZ0w8JMhZujHY/1aMvvh86So9YA0MXfl2EDuwEwadgjzFixiUUTXig0ji37TtLS15uXHn8IgDGD+/Djn4eZNvJxzMz0/9fZOWp86rjwz8pZ5f7/UJCJzz9Ck3oeTF22joFdW/JotzaV8rpCCCFEUWTsrXaR/nnRnK1NiUou+j2IilXpfyH5jllO+PYlRPz5JVbezfF5fh429VsCOkJ//ZCEc7ux9GiMiYUN6LSGcvcGkO79ez8zp9xb380c6pB9XyP6INkJkaSFXuLEG/qrl3RaNSbm+v0YLFzr0XDkx4T+upDM6Js4+PemwbD3MbV1LuR8pV+nrjhij2/Fqf2jKJT6BFanJ5F48R86Lb+GiaUNNtYOePR9mehDG6vsRESLV5cT8tsSbv2xEhvv5jQePg87n1aAjqDNHxBz5m+sPX1RWdqg02oM5Qqrewvn3Lo3d6xDdlLRdZ8VH0nKrUsceNUPAJ1GbdiLw9K1Hn4vf0zgzx+Rcecmzq1602TEAsPkQIHnK8MeEfdcXzsTC2cv6j36quGYqbUDOSm5A7aazNQ8ExPVSUa2BrVWx8aXmqPW6Fi8L4xJW4PYM741v12M5Ux4KicmtcPa3IQ1J6LYcbl4s9RhiVmG7yOSs3G1Kfr/x8POjP5NHJkzUL8vh0YHGTn637eo5GxaednwR3t3kjPVjNt0g2UHwnm/kNsPy7JmYU3S7JXl3Ny6hNA/VmJTrzm+L8zD9m5+B//8AbFn/8bK0xeVRQny2ylvfucUo23PSogk9dYlDr12N7/va9stXevR9KWPCflFn99OLXvjO7zo/C7tHhFZ8ZHU6fF/hp9t6rdEp84mKz4ClVeTIt+LEFWRtOcPZmGqJDguEwUwtotHkc+vLr6ZNZqP1mznsw1/4e/rzUevD6VNk/rodDD361/548h5mtbzwMbKAo0mt+9ucXdywMIs/x+IXm5Ohu89XByITkjO95z/iohJ4EJAKN6PTQBArdFiban/7PDxcOWzKS8y75sthNyO5uFO/nzy5gu4ODx4uYiy7BFxj42VBf/XrzMBYVH8+Me/MhEhhBCiypCxt9pD+uf5ZeRoePzri+wY1xJLU/046umwVOo65P+9FpWrUkfJNFkZ6LRqmk/ZiE6jJmzbYoK+n0Tr+XuIPfYbqcFnaLfoBCYW1kT9s4a4U8WbDc2KDTN8nx0fgZm9a5FlzBw9cGzdn/pD5+gPaDVo7l5tnp0QhY1PK9xn/4E6PZkbX44j/PdlNBj24Ctxy7JOXXHEnfqdhi8uzD2g04FOR05KLCZ3r6zNTo4BneYBZzAuTVY6Oq2Gtu9sQqtRE7JlMVe/mUTnD/YSdfQ3kgLP0H3pCVQW1oTvWcOdE78X67wZMeGG77OKWffmTh64tO1P4xf06wLrtBrDnQZZCVHYNmhNp/nDUKcnc3H5WEK2LaXpiwseeL6y7BEBEL5nDfGXDtLxvV15biW0a9iGpMDTOLXoCUDKrUuYO9Yp8nxVkVqrY/iPV1k8uBHdfOzR3T0GkJalQYeOxAw1x0OT+exAOA2di7cG4JnwVDafi6aDty0rD99mUHOnIssMbunCd8cjCYnPpKmbFV8cvs3J0BT+fKUV16PTeXNLIN8+38Sw6aj6/ssFClCWNQtrCk1WOjqNhtZv6/P75m+LufbtJDou2Mudo7+RHHSGLkv0+X177xqii5nfmbH35XdcMfPb0QPnNv1p9Pzddb91GjRZefO7fS99fl/+Yiy3ti+l8YjC87u0e0SYO3mgzc7M+34UCswcZLkvUX1Je/5gWq2OT/eH8XbfeljevfKrukvPzEKt0bJtyRTUag0frtnGawu/5+j38/l5z3FOXgnm8saPsbGy4Jut+/ht38linTc0Knfg4nZ0Au5ORfeXPF0debRbaz54TT/Bq9FqycjSX9UWGZtI26Y+HPiqJ0mp6Yyc+yUfr/2dT94c9sDzlWWPiDlf/UK/Tv481FY/6W2mMsGkBMtxCiGEEBVJxt5qF+mf52dpaoKLjRkzd4QwqlMdjt9KZuvFWDa+JEtpGlul9ph1WjVXPx1OzLEt+itbdTrDLV6arDR0Oh3qtEQSLv5D+I7P0OkK/4W8JzX4DNH/bibjTjC3/1qJU7tBRZZx6TSY5IDjZN4JQakyI3Lv9wR9PxnQL4N09dNhJAecRJOZqo/9bpwPUpZ16oqSGXOLrLjb2Pp2MBxTWTtg6dmU4J9mEntiG7f/WEHUnu9wbF0174bQaTWc+2QYUUf0da9Dh/Ze3WekAjrUqQnEnv+HkG3L9BMtxZAcdJrIQ5tJjwrm1s4vcOtYdN27dx5M4vXjpN8JRmlqRvjf33Plm0kApIZf4+yiF0i8cQK1oe4Ln9wpyxry8Vf+JWDDfJqPXYaJuRXqzDTDh7Jbx8cI3/sDmfGRZCXFEHFgI84texfjf6XqsbVQ8fkzjfnswG26f3aGPdfjWXh3c6Tn2rji7WBOrxXn+HR/OCM6uBMQm0FmjraIs0L/po5sOB3NI6suUN/Rgsm9vYss4+NkwWdP+zL/r5t0/+wsV++k88WzjQHo5evAiA5uvLL5Bj2Xn0MHvPVQ3TK999pAp9VwfvEw7tzNb9AZbv3VZKbebdsTiLvwD7e2LwOKn99Rh/X5HfrHF7h0KDq/3boMJunGcTLuy+9r3+nzO+32Nc4vfoGkgPvyW1tx+e3W+SlC//yS5OCzpEcFE7huNk4t+2Jq7VCs9y9EVSTt+YP9fD4GpULB/7Up+o/y6kKt0fL020vZ9PcxYhJT0OkwLM2UkpGJTqffK2L38YssWrujmK07nLwSzLq//iUw/A5LN/zJkw+1K7LMkL6dOHIhgKDbdzA3U/HVln8Yv3A1AFdCbvPU259y7GIAqemZhtgLU5Y9IrxcnXhryY+cuXaT8wGhrP79IE/1bl/Mdy+EEEJULBl7q12kf16wTwc3Ijwpi6e/v8RPp++w8rnGdPWpnZNVVUml3hGhsrSl8djPCdv6CUFr3sbCzcdwlb9rt+dIuLCXc+/2wqquH+69RhC17we0OZlFnBUcW/cn+tAGQta9i2Prfng/ObnIMhZuPviO/oybm+aTFXMLm4ZtafyKfh1vB/9euPUawY0vX0GTkYRtow7Uffytsr35Mki6dgTrei1QmuadBWzy6peErJtF8A/TQGmCe5+XcOtZ+Pq6xqKytKX5K8sJ/nURV7+biqW7D36jPgbAo+f/EXt+L0en98LGuxlefUYQvvcHNNlF171L2/7cPrCe6z/OwqVNPxo8NaXIMlbuPrR45XMC1s8nI/oW9o3a4T9ev4Gsc8veePUZwcUVr6BOT8LetwMNBldc3Yf//R3anCzOLnrecMzBryvtZ/6KS9sBOJ3YwdFp3QFwat4D12IMxFZVj7dw5vEW+W+xtLVQse7F5nmOTemj/4A7Pil3YOLe9/c2XVqyLwwHSxVrhvk98DW7NbDPc457+jR2pE/jgm/ZfLtvPd7uW6/AxyrK0LZuDG1bfa+SV1na6pdm2rKI66v1+d3kJX1+1+nxf8Sd38uJGb2wrtsMj94jiPinePnt3KY/kQfXE/DTLJxb98NncNH5benmg9/YzwnaqM9vu0btaP6qPr+d/Hvj2XsEl7/Q57edbwfqP1Fx+e3Raxg5qfFc/mIcOSlx2DfpTNP/Lamw1xOiskh7XrDq3pYXxM7akm9mjWHB91uZ8MkPNPRyY9nkFwEYNrAbu45eoONLs2neoC4vP/EQ327bT2ZWTpHnfbRba9buPMzbn61nYNfWTB/1ZJFlGnq58dWM0cz8YjM3I2Po0Kwh380ZB8DDHVvw8hO9GDlvFUmpGXRu0YhpLz5etjdfiHFP9yE8Oo5npi3D3EzFhKEDGNK3U4W9nhBCCFESMvZW+0j/PD8vB3N+HtWiUl5LFJ9CV9ypT2DBggV8+Oly2iw+W5ExlUjYtiVkxYbhO3qZsUOp9s5NbcvMyRN499138z0WHh6Ot7c3baaux7lV78oPrgDBWxaTGRtO83HLjB1KhUoOPocmKx0Hv64oFIpSnyfuwn7OLR5GWFgYdeuWbNZ56tSpbP/pa/aP9y/165e3JfvCCEvMMnxQCui98hJPjhjH4sWLS1TuXn63mrIepypy103Ib/r8bjZ2mbFDqRbiL+7nwpLS5beoXaQ9rx5K257/15gxY7hw7AB7v5heTpGV3YertxEaFceqGf8zdihVxsOvL6RVl158++23xg5FCCFEFTB16lS+3rgd//f2GzsUAxl7y+/SnN6Me/7JMvfXpH9ePZRX/7y2qz07qQpRTdk1bGPsEKqke7P4Qgghqjdpz4UQQgghhKg6pH8uKkq1n4jwLsZSHaJmavjMVGOHIISoIA2elvwWQoiaaObLg40dghBCCCFKSMbehBDlodpPRFSWmGO/EfLTTMPPnVZcNWI0JXPijdxd4RuM+BDXLk8bMZrqKerIFq6vza3/XquuGTGa/M4tGUlSwAkA3Ls8jd+oj4wcUc3x24UYZu4MMfx8dUblrwHdb+V5bidlAfB6Dy/e6OlV6TEIIUR1J+157bJ5z3GmLP3J8HPYzuWVHsNz0z/n2MUAAJ7t15mlk0ZUegxCCCFEdVIVxt7Oz+1HVtxtALwGvY7XoDcqPYbaQvrntY9MRBSTTp2Na/fn8Og/1tihlFirebsBiPz7G3TqbCNHUz1pNTl49Pg/vAdWzfpvNnox2pwskoJOE39hv7HDqVGyNTqea+PK2C4eRoth7XA/NFodO6/Ek5atMVocNdWdo1u4cd9EY88vq9ZE44WlI0m6cXeisevTNBkpE41ClIa057VLTo6aYY90Z/yz/YwWw4q3XyIzO4eTV4LZc+KS0eIQQgghqouqMPbm99ZadFoN8ad2oslKM1octYH0z2sfpbEDyIwN4+jo6jHbpLKyx8LFGwuX3LXS4k7t4PTbnTg1uR2xx7eW22tF/LWKwO8m5jl2Zlpnjo72yvN1ZlpnADLuhHBxweMcf60RZ97pQsyRXwzl7sWssrIvt/jKS0ZMGHtHeho7jGJRWdlh6eqNpWvetfISA05ydFqPcn2tOyd2cPqjZ/McU2ekcvW7KRya0Jp/J3cibPd3hsfMHdywdPXG3N6tXOOoSGEJmXjNPWrsMIrF3kKFt6MF3o4WeY6fDE2h5+dny+111hyPovWiU3RddobDwUmG45725ng7WuBoJXPHFUGrzqFOj/+jw3t/0+G9v40dTj5NX15Mh/f+pslLC9FkZRg7HCHyqc7teY5Gy/u7btLx09O0/eQUn/wTilqjK/Pr1OT2/FZkLHa9xxg7jGKxt7GkvocL9T1cDMc+WrOdek+8iUv/Vxn27hekpGeWy2tt3X+KxyZ+kueYu7M99T1ccHeyK5fXEEIIIUpLxt4KVtDYm7mTp34Mzcax3F6nslXn/jno71LwmnvU8DV1W1CZX6cm98+rE/lfLoP08GsEfDOBBsM/wKZhW258MQbr+v5Y1inbrvLRhzdx69cPce3yTJ7jrebvAZ3W8HPEX1+SnRgNQPDaabh0fgrnTt+TEnCSgG8mYNOoPZbuDcoUiyhccsgFLnw2GhMzi6KfXExxF/Zz5eu38m1Sff2H6WQmRNFhzg4yY8O48PlYTMwt8ew1rNxeWxTfhYhUxmy8joVp+czn7g9M5P3dN1n5XBOcrEx5c0sAO8e1xMnKtFzObwwZMWEcf7szvddEGDuUIt2baLzfza1LCP/7OzRZ6Ti36ovf2M9RWdqU+jV0Oh2HxzdDk5FsOObzzDR8npyIOiOVwA1ziTu3B6WpOd6PvELd/qMB/UQj6P94EEKUr0/3h7MvMJF1I5qRrdExbtN1dDqY9nC9Up+zJrbnNcWmv4+xec9xtiyaiKOtNf83YzlL1//BnDHPFF24EHtOXOLVhd/TrqlP+QQqhBBCCIPKHnsTxpWRreFmfCYXpnVApVQAYKZSlOmc0j+vOmrNRMSF+QPJjAnNd9x3zGc4tRlQqnPeObQeO79uuD+kHwiu0/dlYo78Sr1n3il1nEnXjhC193vcejyfbxkllaWt4XtNRirRhzfjP3MbAKkh5/B7cy0m5pY4d3iM0F8/JCsmVCYi7joxewAZBdR/83Gf4dpuYKnOqclK5+Lno/Hu9zIRBzeUNUQA0u+EcP3HWdTtN4rk4HOG49qcLO4c/50Oc3433JXh2et5Ys7skomIIgxcdYHQhPxXO372tC8D/JxKdc70bA1jNl5nVKc6bDwbXdYQAVh7Mopn27gx8G5MA5o68dfVeIa1dy+X84uSuXNkC3eO/karKetQWTtwcelIQneuoOGz00t9zow7wais7Oiy+Ljh2L1JzBtrp5OdEEW72fqJxssrxmJiZomH5LcQBhXRnv9yPoZ5j/jQxM0KgHHdPPnp1J0yTURIe14+eo59j5sRMfmOfzVzNIO6tynVOW9Hx7Nqxv/o0KwhAM/07ciZayFFlCpcUPgdpn62nrFP9eH01bKdSwghhKjuasLYmyi+iuifX4pKo5m7Fc7W5TdJIP3zqqPMExExx37jzr4f8J+xFQB1ehKnJrWl/eKTmNo6kxxwkpB1s8i8E4Sllx++/1uKlWeTQs+ZdO0IQd9Pot2i3MGao6O9aPvxMSxcvEkNOUfIunfJiArEvlkPGr38KSqrwm95bvrmGnQadb7jprYuBTy7eNLDruDQsq/hZ5sGbQj/fVmpzwdgWacR/jO3c/uPFWQVcvVr1IEfcWjZx3CrmpVnU6L2fk+dh/9H4uX9qNMSsWnQukyxFEfUkS2E7/2BDrP1EyI5aUkcfrMN3ZeewszOmcQbJ7i+dhbpUUHY1PWj2dhl2HgVXv8JV49w5ZuJdP/0hOHY3pGedFtyHEtXb5KDz3F97SzSIgNxat6D5mOXFln/rSb9UGD9m9k5l+Jd6ylMVLSfvZ2MOyHlNhFhauNIx3l/EHPmrzwTEeqMFHSaHCycc2+lVChNUChNyuV1S+O3CzH8cPIOW0f7A5CUoabt4lOcnNweZ2tTToYmM2tnCEFxmfi5WbL0KV/DQM+DHAlJYtLWII5Pamc45jX3KMcmtsXb0YJzt1N5d2cIgbEZ9Ghoz6dPNcLOovBmbM2wpgUus+FShg81lVLBtjH+hMRllttExJWodGb2z22P2ta14djNZIa1L5fT12in5g4gIzp/Z7fZuM9waVu6icbM+Nv4jV2GXcO2ALh1fpKUkPNlijMl+Dz2vu0xtc67TJ42J4uYE7/TbnbuRKPHQ88Te3aXTESISlGb2/P4dDVe9uaGn00UCpRlu+Cqyrfnm/cc59ut+9i9Qj+xmpiSTuNnJnP1509wcbDl2MUApn62noCwOzRr4Mmq6f/Dz6fwZTQPnb3GawtXc2nTx4Zjdr3HcHHDQup7uHD6Woj+nKFR9Grnx8p3XsbepvDfoU0fTiBHnX+dXldH2wKeXTyThw/K83NAaBSN6pbtD1Anexv2r3qXnYfPykSEEEKICiNjb8YZezOW2tw/PxueSmRyNi0/Polaq2OwvwvzH/XBXFX61Siqev+8NinzmiKOrfuRFnoJdbp+fa2kywex9W2Pqa0zOq2WG1+Ow7n9o7RdeBS7xp25tfn9Mr2eOj2Jq8tG4NCyD63n7UGTkcKtze8VWc7c0cOwxtz9XybmlqWORZOZmmfNOhNLW7ITo0p9PgAzB3eUpuaFPken1XJn3w/U6TvKcMzn+bmEblnIifG+3Fg5loYvLkRl7VCmWIrDpW1/Um5dIidNX//xlw9i79sBMzt9/V9cPg63DoPotvgYDk07E7ih6LoqTE5aEucWD8e5VR86f7AXdUYKARvmF1nOwsnDMMB3/5eJeeENdWGUKjMsnMp3Qx1Ta4d8g5QApjZOmDt5EnPmL0B/N0b0iR04tXioXF+/JPo1ceRSZBpJGfpOxsHgJNp72+JsbYpWq2Pcphs82syZo2+1pXN9O97ffatMr5eUoWbET1fp09iBPeNbk5Kl4b1dRZ/Tw87csN7g/V+WZqWfxDFTKfGwKzxPSyolS0O9+9ZEtDE34U6Kca/MuHN0C2c+GGz4OSctiQNjGpCdHAdAUsAJTs3pz8FxDTk9fxBpt28Uec6Eq0c4OqVTnmP7R3mSEaPv/CUHn+P0e49x6LWmXFo+GnV6ckGnyaPlxB8M+zvc/+XYvGdJ3m4e9R+fgL1vB8PP6ZFBZb7DLDnkLMnB5zj0mh//TmhJ8K8fo9PpDBON5k5VZ6JR1C61uT1v6WHNrmvxAGi0On69EMNDjRxKfT6omu35/R7p2ooLgaEkpqQDsO/0FTr7++LiYItWq+XFuat44qF2XFj/Ed1bNWHWl5vL9HqJKekMmfYZ/Tv5c+S7eaSkZTJrZdHn9HR1NOzvcP+XlUX5fP4GhEWx4/BZXn68bH0pR1trHGxL358UQgghikPG3ip/7M2YanP/PCguk071bPlttD/rXmzGoeBEvjkaWerzQdXvn9cmZZ6IUFnaYufXjaTLBwFIuLQf5/aPGR5vNXcXno+MJzs+Ak1GMhlRZdtgJOHCXhQmptR9cjLmLnXxGPgq8ed2l+mcpaVQqlDc13ApTc3RZlf8RqKJl/ahsnXGpn5LQL/uePCPM6g3ZAYdV1yj+ZSNhGycR+rNsl29WxwqS1scm3Un/m79x13Yh2vH3KvNOr2/m/qPjScrPgJ1ejLpZaz/uPP6+m/w9BQsXepSf9BrxJwxTv1XJoVSSbMxSwj6eSHnlozkyNvdyUlLpE73IUaLydZCRbcGdhy8u8nP/oAEHmuWe4fJrldbMb6HJxHJ2SRnagiKLVtu7A1IwFSpYHLvutR1MOfVbh7svh5fpnNWJSqlAjOT3MtwzVVKMnK0hZSoeM5t+pN630RjwuWD2DfOnWi8vGIcLu0H0XnRMeybdiZoU9knGi98Ohynln3o+L5+ojFwY9ETjeaO5T/ReL/0qCBiz/yFZ+8RZTpPRlQwzm360+G93TR79Qsi9q0l+vg2w0Rj7Nn7JhpP7sDRiBONonapze35B4814OdzMbyw9go9Pz/L2fBURnYs2xXyVbE9v5+dtSU92/ix7/QVQL+/wZMP5V4Zd/ibOUx8/hHCY+JJSk0nIOxOmV5v17ELmKpMmDHqSerVcWbC0IH8caTi+6iF0Wq1vP7xGkY+1pNmDarHxp1CCCFqNxl7q/yxN2Oqzf3zj59oyMrnmuDrYkm7urZM7OXNzitxZTpnVe+f1yblskeEc/vHSLi4D+eOT5B05SD1np4G6AdPI3d/Q/ThDZi71sfc0RO0+W+xLoomKzehsuMjyUmJ4+SE5voDOi2azFS0OZkoTR+8YXBFrFOnsnYgJyU3GTSZqShUZqU6V0nEHt+KS4cnDD+nh18hOyESr0fHA2DfrAcuHR8n5uiv2PhU/PJMbp0eI+78P7h3eoL4Swdp9Kx+nT6FUknYrq+JOLABS7f6mDt5oitV/acbvs+MjyAnJY6DrzUD9HeHaDJT0WRnFrphdEXsEVHZnP170X3pSdKjgjm3eDj1H301z74hxvBYc2f2BSTwRAtnDgYnGdbUVioVfHM0kg1no6nvaI6nnTkF3K1XpIzs3N+XyKRs4tJzaL7wJABaHaRmacjM0Ra6YXRFrFlYERwsVcSl597CmpalwdSkjOuDlJHK0haHZt1JuHwQt05PEH9xH67tcyca28/fjam1PalhV/UTjZFl6+zGn9+L0sQUn6emoFAo8H7kNa5982ZZ30aZ6LRarn03GY+HXsDaq2mZztVqyjrD95au9ajbfzQxp3bi3uUpmv5vCVe/eoPYM7tIvXURbU4W7t2MN9Eoap/a2p63qGPN8UntCIzN4M0tgQxtaJ/naqnSqIrt+X891as9fx+/yNO9O7Dv1BVmj34KAKVSyRe//M3anYfx8XShrpsTWk3J/0hLz8wyfB8Rk0BsYgr1Hte351qdjpT0TDKzcrAwf/Bt+xWxR8Q9H6/dQUJKGgtefbZM5xFCCCEqk4y93Y2zksbejK229s//y8VaRVRy2e5eqA7989qiXCYiHNsMIGzbEtLCr2Lu5IWZg/5KsqRrR4g+tJ42Cw5gaudCwoW9hNy6UPQJFQp0utw/etLuK2Pm5IFN/VY0fvVL/QGdDk1GMgqTwtcfq4h16qwbtCY16DTuPV/Qxxl6GTOHOqU+X3Foc7JIOLcb76em3ndQd/cDIctwa1l2UgymNpUzyOradgAhWxaTGnYVC2cvzO/Wf8LVI9zev4GuHx/AzM6F2PN7uX6zmPWvza3/5JsXDd9bOHli69MK/9dX3T2iQ52ejFJVeP1XxB4RxmBiZkF6VLB+kHbgGGOHw4CmjizZF8bVO2l42ZvjbqvvDBwJSWL9mWgOvNEGFxtT9t5I4MLOotdNVij0AxT3XIhMM3zvYW9GKw8bvnyuMQA6IDmz6A+PilizsCK09rLmdFgKPRvql+a6FJmGh53xO1euHR4j/uI/uHV6goTLB2kwJHeiMXz310Qe3ICla/lMNGYlRJCdEsfh8fqJxnud3aImGitij4h7bm1fijotkUZDZ5fpPAUxtXUhO0F/S7GTfy+6LDlJxp1gLiwZjvcjxp9oFLVLbW7PTZQKMnK0BMVm8MMwvzKdC6pue36/R7u35sM127gcHE5dNyfqODsA+r0efth5iFM/vI+rox27jl3g3PWib8tXKBR56vvcjdwynq6OtGlanzVzXgFAh47k1AxMVYXfsl8Re0QA/HnkHF/8/Dd7V84ot2WehBBCiMogY2+VN/ZWFdTW/vkT31xk1f81MezjdjosFS+HsvXZqkP/vLYo89JMoN9g19LDl9t/rMC5Q+6tYZrMVEC/tlxywElubpqPTlf0NJ2ZQx1ykqLJig1Hk5VB2LbFhsccWz1MVvxtUkPOojS1IO70Tq4uHQFFnLci1qlzbj+I2BPbSAu/iiYzjcg93+Hg3wsAnUZdrLXNSyol8CQmVnZYuNY3HLOo0wgTK3uCVk8h9uR2QrcsJO7k7ziWcra5pExtHLHy8OXm78tx6/i44bj6Xv2nJZF44wQB6+cVWU8A5o51yE6KJiM2HE1WOiFbcuvfufXDZMbdJjn4LEozC6JP7ODc4uFF/l5VxB4RhdFpteSkJRXr972k5w35bQkNn3m7wmIvCUcrU3xdLFlx6DaPNc+d1Em9O7OelKnmZGgy83fdLNb/RR1bM6JTcghPzCIjW8PifbmbRj3c2JHbSVmcvZ2KhamSnZfjGPHT1SJ/pSpizcLCaLU6kjLUJa77x5s7s/ZkFJHJWcSkZrPhbDS9fB0qJMaScGk7gIQrh0kNu4r5fyYaIw9soNOHB2g/9w88HnqhWOdTKBRwX2c35b6JRnNH/USjYZ+H9/fQfv7uIicaK2KPCIDYs7sJ2/U1Ld74tsz5psnO4OS7fdHcdwtxctBpzO/bgP7eRCMoqDvA+BONonap7e354n/CeKWbB3Xu+4OkprXn93Oys6FxPQ+WrPuDwb1yd+lLzdBf0ZaYms6xiwHM/GIzOop+/x4uDkTFJREaFUd6ZhYfrt5ueGxgl1aE34nn9LUQLM1N2XbgNM9MW1bk/2tF7BFx/VYE/3vvGxa9+QJerk6kpmca7t7QarUkpqSXe99NCCGEKC8y9lZ5Y29VQW3tnzd1s2L678GcCU9h87lovjoaYVg6tSb3z2uLcpmIAH3DEHd8K07tcpftcPDvg4N/Hy689wjBP07H/aFh5CTdITsp/23W97N0b0Cdh0dzaeFgLi98Co9+uQMyKit7/CasJnLX15yd3pW4UztoOmE1CpNyubmjRKy9W+DRbzQX3x/E6antUShNcO/zEgDJASc4M61zub9m0rUj2DbqkOeYibklTV//lozoEIK+n8Sdg+up/9y7OFTi+uJuHR/jzrGtuHV41HDMuWUfnFv15sScgVxbMx3P3sPJSrxDVhH1b+XeAO8Bozn9/mBOL3gK7wGjDY+ZWtvTetIaQv/8iiNTuhB9cgetJq5BaYT6L0xm3G0Ovtas3D8QI//9GYXSBI+eQ8v1vGUxqLkzWy/GMahZ7h04fXwd6OPrwCNfXWD678EMa+fOnZQcYlILv52ugbMlo7vUYfB3l3jq+8uM6ZK7Gbi9pYrVw/z4+kgkXZedZceVOFa/0BRVFbud7nZSFs0XniQ5s2R3B/Rv6kj3Bvb0+PwcXZadxb+OdZ7/U2O5N9EYunM5rh1yJxrv7+wmBZwgcMM8KMZgldndicbMuxONN7fmdnadWj9MVtxtUkLOYmJmQczJHVxYUvREY0XsEZEWEcCVVeNpPGIB5k6eqDPTDHdvlGai0cTMElM7FwLWziA55Dxhu74m+thvePV9yfAcnVbLza1LaFBFJhpF7VNb2/OjN5O4HJXG+O559wqoae35fw1+qB2/7D2RZ3+Ifp386dfJn4fGvs/ET39i1OM9iYxNIjo+qdBzNarrzmtDHmbAGwsZOOFjXhvysOExB1srNn74Bss376bVsBn8tv8UGz98A1URd0RUhNW/HyQtM4tXP/oez0Fv4DnoDTq9NAeAsDvx1HviTZJSa/aa00IIIao3GXurnLG3qqI29s9nD6iPmYmC59ZcYcm+cN7tX5//a+MG1Pz+eW2g0JVgJGXBggV8+Oly2iw+W5ExVUnRhzcR/OMMw9JHnVZcNTyWHnGD7IQo7Jp2QXl3nTqdVkvw2mk0GrW4wPNVphNv6Jc50eZk0fDFj3DrUfAg9rmpbZk5eQLvvvtuvsfCw8Px9vamzdT1OLfqXZHhVkkRhzZxfc10Q/33WnWtyDJXvp1Ms9FL9FeAV7BzS0aSFHACnUaNW8fHaT5uWb7nxF3Yz7nFwwgLC6Nu3bolOv/UqVPZ/tPX7B/vX04RVx+bzkYzY0cw5ir9vO3VGZ2KLDNlayCLBzcqVd2fu51KeraGrj52hvL9Vp7ndlIW2Rod47t7MqWPd4Fle6+8xJMjxrF4ccnanXv53WrKepxa9s73eMT+n7ixZhpdlpzAwln/u6NV53Dt24nEnt2FpWs96nT/P4J/+ZCun57GzN4VgIyYMI6/3ZneayLynC9w43yij2/HzM4Zn8GTufT5/+j8yXEsXb1JDj5HwE+zSAu/hrVXUxq/+AF2DduW6P2UVOShTWTGhtHg6dwl7wLXzyV89zd5nmfuXJeuS04Y3lf3L65iam1f7NfJjAvn2reTSAo4hYVLXRoOmY5rx9wrmSIPbSJ89zd0mL8bhTL/dQIJV48QdXgzzcYuy/dY/MX9XFhSuvwWtYu05zW7Pf+vMWPGcOHYAfZ+Mb1M56mO1v35LxM//RELM/1ddWE7lxdZ5vVFa1jx9kvl1nd7bvrnHLsYgFqjZXCv9qya8b8Cn/fw6wtp1aUX3377bbm8rhBCiOpt6tSpfL1xO/7v7Td2KJWuKoy9nZ/bj6y42+g02Xg+Mh7vwVMKfN6lOb0Z9/yTZe6vSf+8dvXPa7uqdRl5Febc4XHs/LoV+JiVZxOsPJvkOaZOS6BO31GVEFnRWs3bbfi+svaNqGncOj6O4wPqvyBadQ4ePZ6rlEkIgGajF6PN0S8tYGIhV1KXp8ebO9PNx67Yz8/RaHm2jWup676Nl02+Y2uH+6HR6ueM7Swqv9n27D0Cz94j8hxTqkxp/uoXeY55P/pqnp8tXb3zTUIA+D4/F9/n5xp+vv85dg3b0H7OzvIIu0RCd35B+G79AFDPL6/hO2w+vsPmF/hcS1dv6vR8HpVV8X8vACyc69LmnZ8f+LhHz6EF3u10YelIkm6cQKdV57krRQhRMtKe1y6De7WnR5umxX5+jlrNCwO6lmvfbcXbL5GZnQOAjaXsRyGEEEIUpSqMvfm9tdaw/2FJ/+YTJSP989pH/oeLycTCGhML62I/39TWGVPbqrERsoVLwbN5ovhUFtaoSlD/SpUpjn5dKzCivMwd3CrttWoba3MTrM2Lv3yEqYmSrj7Fv0q+ODztZfCiIrl2fByHEk401uleeRONTV+WiUYhyoO057WLjZUFNlYWxX6+qUpVoomL4nB3Lt/fHyGEEKKmqwpjb+ZOnuV6PvFg0j+vfcptjwiRn1adY5hFfRCdToc2JzPf8eykmAKPi6qruPWtyc5fr1lJMQUeF9VHeraG0RuukZCeU+RzY1KzyczRFvk8UTlUFtZ59pYoyP35rVSZ4lDAROOD8ju7jPlt7uBmiM2sikxwC1GTSXsuhBBCCFG1yPha7Sb985pD7oioQLd+fp/oQxtQKE3QaTVoc7IwMbdGp8lBq87GxNwa0KHNyabLV8F5yl799AXqPTMdx9b98hwPWjMVM0dPvAdPrsR3IoojcOP7RBxYD0oTuFffFtb6D0x1NiYW1uh0OnTqbPp8F5Kn7LlFL9Douem4tMlb31e/m4K5kycNny54TUJRdViZmRCXrubvGwmGjZQe5IW1V5nerx79mjjmOT51WxCedmZMfsCahMJ4gja9T+TB9cVqz3t9mze/zy9+gYZDpuP8n/y+9v0ULJw88XlK8luIqkTa89olLSOLsR98y4ppL+Fkl/92/ftFxydhZ22FhblpJUUnhBBCCJDxtdpO+uc1R5WeiMiMDePsO13o+t1tY4dSKg1eeI8GL7wHQOKVg4Rv+xT/GVuJO7WDqH/W0GLaL+i0GhTK/LchKUzNDZvzqNMSufDeo7RZsA+lqQVKs+LfZl6dZMSEcWRKZx5em39N+eqgyYj3aDJCX9/xlw4S/NsSOszexp0TOwjfs5r2M399YH0rTc0M9Z2TlsiJOY/Q5aP9KE0tMKmh9R2WkEmXZWe5Pb/ylrAqb18cus3aU3cMP6dmaViyL5wl+8IBaOZuxZphfvnKmasUhs2YEjPUPPrVBfa93gYLlRIL05p5o9qDNq6uLhoPf4/Gw+/m9+WD3Ny6hHazthF9cge396ym7YxC8ltlhtIsN79Pz3uEjh/sx6QGt+eidpH2vHa15zWNtaU5sYkp/HnkPMMf6V7oc596eylzxjzDI11b5Tn+xqI1eLk5MWPUkxUZqhBCCFFqMr5Wu8bXpH8u/fOqqkpPRFR3Oq2GSx8NpsmrXz3wOSEb5mDt5Yd77xcB/e1mCqUShUJBWuhlTCxt0aqzUZpZojS1AKUShUJ597nZKJQmBTa0ovLptBpOvT+Ylq+veuBzbvw0G+u6zajbN299o1CScusSKktb/cy+mSUmZhb6upX6rrLSczQM9ndmZv/6+R7bF5DAZwfzdvJyNFqUCgUKhYLLkWnYmpuQrdZiaar/QFQqQXl334FstRYTpQITZeXsQyAKp9NqOLNgMC0Kye+AdbOxqdsMzz4F57eJhS1adRbKu/mN5LcQVYa058V3KzKWli9MJ3n/t8YOpdSWrv+T77btN/yckpHJR6u389Hq7QC0aFSXTR9OyFfOzFSFhZn+boiElDR6jXufE2vex8LcDEu5S0IIIYSoMDK+VvtI/7xmkomIIpx8yx+dJv86dC2m/Yx1Pf9CyyqUJpjauRJ9aAO2TTrlezw7KZqYfzdT592dhmMJF/YQd2IbAJkxt0gOOIF9s+5kxd7i5Fv+aLIyUCgU3P5zBdqcbJpP3YRtw7ZlfJfinoPjWxS47mC7Gb9gW7/o+jazcyHi4AYcmnTO93hWYjSRhzbTYd4fhmOx5/Zw59hWADKiQ0m8cQKn5t3JiLnFwfEt0GRlgELBrR0r0KqzafvOZuwbSX2XF/+PT6LR6vId/3lUC/w9it4gS/8hlr/8Par/fKjtuZHAtotxANxKyOREaDLdG9hzKyEL/49PkpGtQaFQsOLwbbLVWja91Jy2dW1L9qbEAx1+o0WB7Xmb6cXMb3sXIg9uwP4B+R11eDPt5+Tmd9z5PUQf3wpAZkwot26cwLF5dzJjbnH4jRZo7+Z36M4V6NTZtJ62GTtpz4UoFWnPRUmkZWYxpG9H5r/ybL7H/j5+iU9+3JHnWI5ajVKhRKlQciEgFFtrC7Kz1Viam2FhboqJUv8YQHaOGhOlEhMTueJOCCGEuJ+Mr9Uu0j8XBTHqRETarUsE/zSD9NvXsPZuTsORi7DyalpkueSAk4Ssm0XmnSAsvfzw/d9SrDybAPpbtG6un0NWXBhW3i3wHf0Zlu4NAIg9vpXQLQvJSY7FtnEnGo9dgamtU6Gv1Wr2X+gK+MU3c3Av1nt06fwUqcFnCnws804ILl2eNsQOkBl9Ews3H7LiwnFs059bm+ajzcmk4UuLce3yNCEb5mDu6InnI68W6/WrkpSbF7n2w0zSwq9iU685fi9/gk3dous78cYJrq+dRXpUEDZ1/Wg2dhk2Xvr/s/hLB7n+02wyY8OwrdeC5q98jtXd+o46+htBPy8kOzkWhyadaPHaiiI3eu343i7Q5a9vc8fi1Xedrk+TFFRwfaffCcG92zOG2AEy7oRg5d6AzLjbuLTtT8D6eWizM2n2v8XU6fYMN36ag7mTB/UHvVas169KLkWmMWNHMNei02nubs2iJxvS1M2qyHInQ5OZtTOEoLhM/NwsWfqUL03uljsYlMicP28SlphFizpWfPa0Lw2cLQHYejGWhXtCiU3LoVM9W1YMaYyTdeFXJ/71Sit0BdS3u61Zsd/n2pN32HYpLt/xzBwtjV0t8xy7GZeJj5MF4UlZ9G/qyPy/bpGZo2Xxkw15upUrc/4MwdPOnFe7exb79auKlFsXCVg7k9Twq9h4N6fpy59gXYz2PCngBAE/6vPb2ssPvzHLsL6X35cPErhOn9829VrgNzY3v+8c+42QX/T5bd+kE81eKTq/O8zbVWB9Fze/3bs8TfID8jvjTgjuXZ8xxH7vmKVbAzJjb+Pcpj9BG+ahzcmk6cuLce/6DAHr9Pld79Hql9+idpH2vHa159WBz5MT0RQwkLFz2du0alyvyPL3roZ7ENV/JhH+OnqBX/85AUBIZAxHLwbwUDs/bkbG4vPkRNIzs1AqFXy6/k+yc3LY/ukUOjRrWIJ3JIQQQpSNjK/VrvE16Z9L/7y6MtqlOur0ZK4uG45jq4dp88FBrH1aE/DNG0WW02m13PhyHM7tH6XtwqPYNe7Mrc3vGx4P/OZNXHsMpc0HB7HybELY1k8A0GSkEvjdROo9M4PW7+9DoTQhYveDb+m6x9ylLhYu3vm+lKrCE0en1aBV5+Dc8Ul8np9f4HPsmnSm0chFd5+bDUBa6CUsPRoDoDS1oNmk9aQGnc63qU51o05P5uzi4bi0eZguHx/CrkEbLq96vchyOq2Wi8vH4dZhEN0WH8OhaWcCN7xnePzyVxPw7DmUrh8fwtqrCcG/LtK/XkYqV76eSKP/m0GXj/ajMFER+mfR9W3pUhdLV+98X8Wtb7fOT9JkeMH17di0M81ezlvfKbcuYeWpr28TMwvavr2epMDTuLTtX2SsVVlypprhP17l4SaOHJzQhtZe1rzxa0CR5bRaHeM23eDRZs4cfastnevb8f7uW4bH39wSyNA2rhyc0IYmrlZ88k8YoF8rcOJvgczoV499r7fGRKngqyNF70VQ18Ecb0eLfF9mquI3jSM7unN8Urt8X8ueboT2Px+6l6LSDB+WFiol619sxunw1HybKFU36vRkLiwZjlPrh+m88BC2DdpwpZj5fXnFOFzaD6LzomPYN+1M0Kbc/L761QTq9BhKp48OYeXZhJtbcvP72jcTafDsDDp+sB+FUkX4X0Xnt0UZ89u105P4Dis4vx2adqbpqLz5nRqam99KUwtaTV1PcuBpnNtU7/wWtYu057WrPQc4HxDKw+M/xOOR1+n/xkdcDSneWtLHLgbQY8x83AeOp/erC7h2M7fe9p26QseXZuM+cDz9Xv+IoPDc9X5/3nucls9Pp84j43nq7aXEJaYU+VoHv57N4W/n5vvy8yn+H5bfbT+A/9B38n29uvC7fM8Nvh1NQy/9xoiPdmtNQFgUu45dZPnbL3Fz+zJefqIXM0cN5ub2ZUT8+YVMQgghhKhUMr5Wu8bXpH9e+/rnNYnR7ohIuLAXEyt76j4xEQDvJyeTePlAscq2mrsLlZU96eFX0WQkkxEVZHhMaWaBTpODytqRhiMXodOq9Q+YmKAwMUGnycbM3g2/N9eg02rL+20ZxJ/dRfCP01GqzPKsMXdmWud83+u0amybdKHJuC+wbdQBW9+ORP2zGgCVjRNNJ3yPwkSVZyZRp9Ohzc7ExDzvDGBVFXtuD6bW9jQYPBGABk9Pxv5i+2KV7fT+bkyt7UkNu4o6PZn0++vb1AKdRo2pjSN+L39iqG/FvfpW52Du4EbrSRVb3zGnd3FtzTsoTfPW97+TO+X7XqfR4NC0M/7jV2LfuAMOTToSvkdf36a2TrSauPoB9Z2BiXnRM9xVwd4bCdhbmjCxV10AJvf25kBQYrHK7nq1FfaWKq7eSSc5U0NQbIbhMQuVkhytDkdLFYueaIj67m1+JkowUSrI1uhwszVjzTC/fB9KFeXeDH2ORktcmpo6drmdqObueeurg7ctHevZsvpEFABOViq+f6EpKhNFvvrOzNFiaVY91qeMO78HlZU9Pk9OBMDnqckkXCpefref/5/8jszNbxOz3PxuOqqA/Nbo87vlxIrN79gzu7jxgz6/UeTWydEpnfJ9r9Pq87v5qyux8+2AfeOO3L6X3zZO+L9V/fNb1C7SnuvVlvY8KTWdZ6Yt5ZWnH+bH+a/x2cZdjFnwLf9+N7fQclqtlhfnrmLMU70Z9dhDfL5pF7O+3MyvH08EYOwH3zJh6ACG9O3EwjXbWfD9NlbPGUdKeiavfvQ9X80YTcfmDZny2TqWb97NvHFDCn29enUKvwOuOEY/2euBSzMtWbczz7HzAaEM6NyS/aevYWlmym+fTKLLy3NZO6/6XUEphBCi5pHxtdo1vib9c73a0j+vaYw2EZEdH4GFS+6t0yprB1w6DS6ynEKpJHL3N0Qf3oC5a33MHT3hvjX9fccsJ3z7EiL+/BIr7+b4PD8Pm/otMTGzpPErXxLx50pC1s/G1rcjDYYvwMI1/6Yn9yvtGnbO7Qfh1GYAChMV2pxM1OnJmNm7ceuXD3Fs3Q+7xvpBq5zkWEztXAzlPB5+Oc95TMwtMXfy4tRb/ihNLdBkZ+rXsPtjOZrsTDotv4LS1LzI/zdjy4yPwNI1t75NrR1w71K8+g7b9TURBzZg6VYfcyfPPHs4tHh1OSG/LeHWHyux8W5O4+HzsPNphYmZJf7jv+TWzpVc//FdHJp0oumLC7B0K7y+S7tHhFvHQbi0G4DSRIUmW1/f5g5uBG76AJc2/XBoqv9QzE6Oxey++vbu/7885zExt8LC2YuD41ugNLVEm61fQ/7m7yvQZmfQa9XValHfEUnZ1HOwMPzsYKlisL9LISX0lEoF3xyNZMPZaOo7muNpZ47mvs+35UN8WbIvnC//jaC5uxXzHvGhpacNlqYmfPlsY1b+G8HsP0LoWM+WBYMaUN/J4sEvRtnXLAT9DP3M/vXJyNbQedkZNr/UnPpOFmSrtXy6P5wstRbzuzP+L3f2yFPW0swEL3tz/D8+hYVKSWaOfs3C5Yduk5mj4cqMToayVVlWAfnt1rl4+R2++2siD27A0jV/fjd7ZTk3ty4h9I+V2NRrju8L87C9m9/NX/uS0D9WEvDTu9g37kTjEUXnd2n3iHDtMAjntvnzO2jzBzi36WfYE+a/+V23X8H5/e8befM7dIc+v3usrB75LWoXac9rV3u+69hFHGysmTbycQCmj3qCf04W7+r+w9/MwcHWikvB4SSlphMQlnvXg6W5GTlqDY621nw+dSRqjX6wQmWiRGViQrZaTR1nezZ9MAGtruIGMu733fYD/PrPSbLVamITU/F0cTA85u/rnee5nVv40qWlL1//tg8AZ3sbNnzwBqYqk3x/2GZkZWNlIW25EEKIyiPja7VrfE3657Wrf17TGG0iwszJk6y4MMPPmsw0Ln7wBM2nbsTM3u2B5ZKuHSH60HraLDiAqZ0LCRf2EnLrgv4cWRnotGqaT9mITqMmbNtigr6fROv5e8hJTcDUzgX/GVvR5mQSvPYdbm6Yi9+bawqNsyxr2EXs/pqMqCBcOg0mZN0s2n54CAv3BvqY3t+HUmXGjVWv4tR2IB79xz7wPBZuPnT+Uj8rXV3XsLNw8iQjJre+1ZlpnJr/OG3f2YS5w4PrO+HqEW7v30DXjw9gZudC7Pm9XL95r77T0Wk1tH1nE1qNmpAti7n6zSQ6f7CXnNQEzOxd6TB7G5rsTK6tfocb6+bQetIPhcZZlj0iwv76irTIINy7DObG2ll0XXQYqzoNuPLtZLp8pK/viytewbXdI9R75MH1beXuQ59vgwGq7R4RnvZmhCVmGX5Oy9LwxLcX2TiyOW6FrAd4JCSJ9WeiOfBGG1xsTNl7I4ELO0MAyMjWoNbq2PhSc9QaHYv3hTFpaxB7xrcmIT0HFxtTto72JzNHyzu/BzP3r5usGeZXaJzlsWbhPZZmJrzUsQ5Ttwex+MlGTN0eREK6mmdbu+Lr+uArK3ycLAh6Vz+QXV3XLDR38iQzNm9+n3n/cVq/XXR+Rx7YQKeP9Pkdd34vKffnt0ZD67f1+X3zt8Vc+3YSHRfczW87V9rN0uf3jR/eIXD9HFpOLDy/y7JHRPiur0iPDMKt82ACfppF54WHsXJvwPXvJtPxA31+X/7iFVzaPYL3wAfnt6WbDw99rc9v2SNCVAfSnteu9vx2dDz1PXL/kHW0tWZI3/wbQv6XUqnki1/+Zu3Ow/h4ulDXzQmtJndC4ZtZo/lozXY+2/AX/r7efPT6UNo0qY+luRmr54xj2Ya/mPb5Brq09OWTN4fRwNO10Ncr6x4RkHtHRHpmFv7PT+f3pVNp4OlKdo6ahT9sJys7B3Mz/drHrzzTN09ZKwtz6ro54fPkRCzMTcnIzEapVLBk/R9kZGYTtuNzQ1khhBCiosn4Wu0aX5P+ee3qn9c0Rpv6cWz1MOq0RG7vXE5WfAThOz4DnQZTu8L/8NBkpgKgTk8iOeAkNzfNN/xi67Rqrn46nJhjW8hJjgWdDp1Gf+uYOiWOy4ueI+HiPtSpiXefn/8PmP8q7Rp2AImX9mHbsB0KExUKE/0fI27d/w+vx94EFKgzUvAZ9j6hvy0iLexykeerzlza9CMnLZGbvy8nMz6Cm9uWodNqMLMvvL7V9+o7LYnEGycIWD/PMFGg02o498kwoo7o61uHDu3d+s5OjuXMh88Sd2Ef6rRE/fML+IP1v0q7RwRA3IX92Ddqj9LE1FDfHj2H4vPEBO7Vd9MXFxD868ekhNbs+n64iSOJGWqWH7xNRFIWnx0MR6MFV5vC/yhPzdbXUVKmmpOhyczfddOQ32qtjuE/XmXLhRhi03LQ3T0GEJem5rnVl9kXkEBihv53oKCZ9/8qjzUL773WxYhUxvfwJCVTQ/fPz9LNx46/XmlV6IdiTeHcWp/ft3bo8/vW9mVQjPy+vz1PCjhB4IZ5QG5+n188jDt38xt0hluBs5NjObfwP/ldjPa8tHtEAMRf3I9do/Yo7svvOj2HUu/x3PxuPGIBIVs+JrWG57eoXaQ9r13tuZebE6FRsYafU9Mz6TxqDnfikgotd+jsNX7YeYiTP7zH/lXv8uKgHobH0jOzUGu0bFsyhZBty+ja0pfXFn4PQHxyKq6OduxeMZ3ALZ/ibG/D9BUbi4yzPPaIuMfKwpwxg3sz4ZMfCImI4Zlpy/jr6AVuRcYWWq6hlxt3dq3k1vbPDHtE3Nr+GdG7v5RJCCGEEJVKxtdq1/ia9M9rV/+8pjHaRITKyo5mE9cRf243597tTWrwGZq+/h0KhaLQcg7+fXDw78OF9x4h+MfpuD80jJykO2QnxaCytKXx2M+5veMzzszoTvz5PTR8cSEAlh6++PzfbEJ+msGZGd3JiAqi/nPvVtj7y4qPICXwNE7tHgGFAnVqHJrsDBRKE9x6DAWdlksfPE5OcgzuvUeSfO1InvI6jQadVq1fqy4nq8BZxPs34anqVFZ2tJ26jpgzuzk2vRdJQWdo9VbR9e3csg/OrXpzYs5Arq2Zjmfv4WQl3iHrbn03f2U5IduWcWRqN2LP/o3fqI8BsPZsTOMX5nBtzXSOTO1GelQQvs/PrrD3lxkfQVLgKVzb6+s7OyW3vj0feh50Wk7Oe4zspBi8+o4k4cp/61ut/6oh9W1noWLdi83YfT2e3ivOcSY8le+eb1pkfffxdaCPrwOPfHWB6b8HM6ydO3dScohJzcbWQsXnzzTmswO36f7ZGfZcj2fh4/rlInxdLZk90IcZO0Lo/tkZguIyeHdA4beFlodsjY6LkWkMXHWB+btuYWlqwvqRzehcz5atF+P45XwMUcn560yj1aHW6tDpdGSptQXWt0arI1tdOctTlJXKyo5WU9YRd3Y3J2f2IjnoDC0mFJ3fTi374NSyN6fmDuTGD9Px7DWc7MTc9rzZK8u59fsyjk/rRty5v2nyUm5+N3p+DgFrp3N8WjfSI4NoNLSC8zvgFC7tHkGhUJBzX3579NTn95n3HiM7OQavPiNJuPqf/Naqa1R7LmoXac9rV3s+sEtLElLSWLLuD25Hx/PJjzvQaLW4OdkVWi41IxOAxNR0jl0MYOYXmw1XPKo1Wp5+eymb/j5GTGIKOh2GpZliE1J4bOIn/H38EgkpaXefX/RARr06ztT3cMn3ZWZaspu9NRot527cYtKwR0lOS6fN8Jn0aNOUg1/Npkl9j6JPIIQQQlQBMr5Wu8bXpH9eu/rnNY3RlmYCsK7vT8tZvz/wcQsXb7p+dzvPMaXKlMbjVuQ55jkw9zYq5w6P49zh8QLPV6fvKOr0HVX6gEtAZe2I34TVmNo6Y+XVFKWpBSffaIbSTD9bp1VnY+FSF9tGHbBv1jNfg6HT5KDLySIjMpDLHz+NQmXO/U+J3PMNOo0G28adaDr+60p5T2Vl69OSjnMfXN+Wrt48vDYizzGlyhT/177Ic6z+o7n17d7pcdw7FVzfdfuNom6/UaUPuARMrR1oNXE1ZnbOKBRNMTGz4MArfobNjrQ5+vq2b9wBxxYF1bcabU4W6RGBnP7gqbvrEuY+J2zXt+i0ahyadKblhOpR3/4e1vw+tuUDH/d2tOD2/K55jpmaKFnxbOM8x+6/be7xFs483qLgDSpHdarDqE51yhBxye0LSCAyOZs5A314ro3+ahMnK1N+HtWCn07f4bOD4UzZFoSviyV7x7dGZaKv0xyNjiy1jsDYDJ7+/jLmJgruT/BvjkWi0eroVM+Wr4c2rdT3VFq29VvSbnbh+d17Tf78bv5q3vz2vi+/3To+jlvHgvPb6+FReD08qvQBl4CptQMt7+W3Ut+eH37Nz9Ce6+625/a+HXBsXkh+RwZy9sOnUKrM89R3+O5v0Wn0+d3ijeqR36J2kfa89rTn9jZWbFk0iclLf2LJTztp06Q+699/vcg/bPt18qdfJ38eGvs+9T1cGPV4T+Z+vYXo+CTcnOz5ZtYYFny/lQmf/EBDLzeWTX4RgCb1Pfhg/P8xeelP3IlPwr+RN19Me6nC32eOWsO5gFB6jnsPR1trdi57m98+mcyIOSv5Ze9xvFwd6dfJH4/79o0A0Gg0qDX6P2izc9SYmary/d9oNFo0Wm2JJ0WEEEKIspDxtdo1vib989rTP69pSt5DrqSd0as7E3NLHPx7AWBq40S7RcdLVL71/D2G7zt+dqlcY3ugYtWt1H9BTMytcG7ZGwBTWye6f3qiROU7f5Bb3w+trKjbCKXuytuUPt509LbFyTrvLZBKpYKRHeswor07FyPTyFRrDR+KAHvGtzZ8f+mdjpUWb1EKulJA6PPbyb83oG/Puy4pWX53fD83v3usqJj8lroTomxqWnteFq0b12PvypkPfLy+hwvJ+7/Nc8xUpeK7d/Ouxzxh6EDD90/17sBTvTsUeL6xT/Vh7FN9yhBxyf19/CK3YxL4YPz/MWxgN0C/AfXOpVNZ/ftBPvlxB68vWkOTenU49v18VCoTAHI0GjKzc7gRGsnACYswN1OhuO/CkZW/7EGt0dCtVWPWzpf9f4QQQpSB9O8Nquz4mtRRhZL+ec1UookIGxsbstNT0GnUKEzkKp+aRKdRk52ego2NTYGPW1vrd7TPSS98jWBRdeXcXUv/Xl2WhEKhoBhLANY6A/2cCn1cqVTQ2qvgnKoIWh1FXrVaEAsLC335rPTyDklUEk2WfkkTS0tZI1MUTtrzgtWU9rwgMlGZ34xRT9LF3xdnB9s8x5VKJaMH9+blJx7i3I1QMrOzDZMQAEe+m2f4/ub2ZeUWj9SREEKI+9nY2JCTlohOpyu3/oAoXzqdjpy0xAeOoZWE9M8LVpP757VZifaI6N69O5rsTJKuHyn6yaJaSbp+BE12Jj169CjwcQcHB3wbNyX+wv7KDUyUm/iLB/Bt3BQHB4cSl3VwcCAmJQu1Rj4dqyq1RkdMShaOjo4lLuvk5ISHV10Srv1bAZGJypB49V8863qXqv5F7SLtedVXlvb8v6ytrUlMlUnm/3qsR9t8kxD3UyqVtPPzoVurJpUST2JqerkMZAghhKgZunfvTmZSLGm3Lhg7FPEAabcukJkU+8AxtJKQ/nnVV57989quRBMRHTp0oIlfM0J/mk5a6CW5eqcG0Ol0pIVeIvSn6TTxa0b79u0LfJ5CoeClkSO4c/RXIg9tRqtRV3KkorS0GjWRhzZz5+ivvDRyRKlmcAcMGEByRjaHghPLP0BRLg4GJ5KckU3//v1LXFapVDLs+aHE/PszidePVUB0oiIlXj9GzJFfeGHo/6FUluhjXdRC0p5XfWVpz/+rW7duBIZGEhIRUw6RiYoQEhFDYGgk3bp1M3YoQgghqog+ffrg4VWXkO8nkh4RYOxwxH+kRwQQ8v1EPLzq0rt37zKfT/rnVV959s9rO4WuhLMJt27d4qHefQi9GYK1Wz1M7d3ybPohqhGdjpykaNKiQ6nn04CD+/dRv379Bz5do9EwcuRLrF+/Dgt7F6w8fFGoTB/4fGF8OnUO6ZGBZCbFMmzYcNau/QETE5OiC/73PDodXTp1JPDqJRY8Wo/+TR2xMiv5eUT5S8/W8Pf1BN79MxTfZv4cO3GyVJNNaWlpDHrscQ4e2I9Dw9ZYePmhMDGrgIhFedFpssm8fY3E4PM81Ks3f+zcUaql10TtIu151VVe7fn9UlNT8fauS2MvF36Y+wp13Qq/xV1UrvDoeF6a/xUBt2MJD78tbbgQQgiD69ev81DvPkRHRWJTpwEqWydQyEVHRqXTok6JJzUqBLc6Hhzcv4+mTcu+2bH0z6uuiuif13YlnogAyMrK4u+//2bv3r0kJSXJnRHVlEKhwN7enocffpj+/ftjbm5eZBmdTsepU6f47bffuHXrFmq13BlRlalUKurXr8/TTz9Nhw4dytRgxsfH88xTgzlw6DAAVmYqFEppgI1Jp9WRnq3PwV49e7Bl6zacnEo/yJSRkcG2bdvY8ttv3LwZSo7kd5VmqlLh41OPZ55+msGDB8v+EKLYpD2vesq7Pb/fqVOn6N+/H4mJSbRo5I2jrbVcQ2RkOh0kpKRxOSgMBwd7/v57Dx06FLyZtxBCiNorIyODv/76i/3795OcnGzscARgZ2dH7969eeSRR8r17y/pn1c9Fdk/r81KNREhhKi9goKCOHDggHSEqgg7Ozt69epFo0aNjB2KEKKakfa8aqnI9jwpKYnff/+dw4cPk5KSUu7nFyVna2tLjx49eOKJJ7C3tzd2OEIIIYSoAqR/XrXIeEv5k4kIIYQQQgghhBBCCCGEEEJUGFlgTgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBVGJiKEEEIIIYQQQgghhBBCCFFhZCJCCCGEEEIIIYQQQgghhBAVRiYihBBCCCGEEEIIIYQQQghRYWQiQgghhBBCCCGEEEIIIYQQFUYmIoQQQgghhBBCCCGEEEIIUWFkIkIIIYQQQgghhBBCCCGEEBXm/wEJIqyrE4lGtAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "推荐最佳模型: 逻辑回归\n",
      "最佳模型准确率: 0.965\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "models = {\n",
    "    '逻辑回归': LogisticRegression(random_state=42, max_iter=1000),\n",
    "    '决策树': DecisionTreeClassifier(random_state=42, max_depth=5),\n",
    "    '随机森林': RandomForestClassifier(random_state=42, n_estimators=100),\n",
    "    '支持向量机': SVC(random_state=42, probability=True),\n",
    "    'K近邻': KNeighborsClassifier(n_neighbors=5)\n",
    "}\n",
    "results = {}\n",
    "for name, model in models.items():\n",
    "    print(f\"\\n训练 {name} 模型...\")\n",
    "    if name in ['逻辑回归', '支持向量机', 'K近邻']:\n",
    "        X_tr, X_te = X_train_scaled, X_test_scaled\n",
    "    else:\n",
    "        X_tr, X_te = X_train, X_test\n",
    "    model.fit(X_tr, y_train)\n",
    "    y_pred = model.predict(X_te)\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    results[name] = {\n",
    "        'model': model,\n",
    "        'accuracy': accuracy,\n",
    "        'y_pred': y_pred\n",
    "    }\n",
    "    print(f\"{name} 测试集准确率: {accuracy:.3f}\")\n",
    "    print(\"分类报告:\")\n",
    "    print(classification_report(y_test, y_pred))\n",
    "plt.figure(figsize=(10, 6))\n",
    "accuracy_data = [(name, metrics['accuracy']) for name, metrics in results.items()]\n",
    "accuracy_df = pd.DataFrame(accuracy_data, columns=['模型', '准确率']).sort_values('准确率')\n",
    "bars = plt.barh(accuracy_df['模型'], accuracy_df['准确率'], color=sns.color_palette(\"viridis\", len(accuracy_df)))\n",
    "plt.xlabel('准确率')\n",
    "plt.title('各模型准确率比较')\n",
    "for bar in bars:\n",
    "    width = bar.get_width()\n",
    "    plt.text(width + 0.01, bar.get_y() + bar.get_height()/2, f'{width:.3f}', \n",
    "             ha='left', va='center')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "if '决策树' in models:\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    plot_tree(models['决策树'], \n",
    "              feature_names=X.columns,\n",
    "              class_names=['良性', '恶性'],\n",
    "              filled=True, \n",
    "              rounded=True,\n",
    "              fontsize=10)\n",
    "    plt.title('决策树结构可视化')\n",
    "    plt.show()\n",
    "plt.figure(figsize=(8, 6))\n",
    "cm = confusion_matrix(y_test, results['随机森林']['y_pred'])\n",
    "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
    "            xticklabels=['良性', '恶性'], yticklabels=['良性', '恶性'])\n",
    "plt.title('随机森林混淆矩阵')\n",
    "plt.xlabel('预测标签')\n",
    "plt.ylabel('真实标签')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "best_model_name = max(results.items(), key=lambda x: x[1]['accuracy'])[0]\n",
    "best_accuracy = results[best_model_name]['accuracy']\n",
    "print(f\"\\n推荐最佳模型: {best_model_name}\")\n",
    "print(f\"最佳模型准确率: {best_accuracy:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1476275f-e22b-4a7d-989b-45d44f82a81c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
